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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+udpipe2/Portparser_model/weights.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text

udpipe2/Portparser_model/checkpoint

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+model_checkpoint_path: "/content/drive/MyDrive/UDPipe2/datasets/mb8020f3/weights"
+all_model_checkpoint_paths: "/content/drive/MyDrive/UDPipe2/datasets/mb8020f3/weights"

udpipe2/Portparser_model/events.out.tfevents.1698371366.137ea45d7c09.v2

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udpipe2/Portparser_model/events.out.tfevents.1698386031.137ea45d7c09.v2

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udpipe2/Portparser_model/events.out.tfevents.1698469907.6f942ff4f2e0.v2

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udpipe2/Portparser_model/events.out.tfevents.1698689688.7ca476b586e4.v2

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udpipe2/Portparser_model/log

@@ -0,0 +1,102 @@
+UPOS: 19
+XPOS: 4
+FEATS: 155
+LEMMAS: 256
+DEPREL: 46
+VARIANT: 1
+Parsing with args:
+batch_size: 32
+beta_2: 0.99
+char_dropout: 0
+cle_dim: 256
+clip_gradient: 2.0
+dev: ['/content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_dev.conllu']
+dropout: 0.5
+epochs: [(40, 0.001), (20, 0.0001)]
+exp: None
+label_smoothing: 0.03
+max_sentence_len: 120
+min_epoch_batches: 300
+model: /content/drive/MyDrive/UDPipe2/datasets/mb8020f3
+parse: 1
+parser_deprel_dim: 128
+parser_layers: 1
+predict: False
+predict_input: None
+predict_output: None
+rnn_cell: LSTM
+rnn_cell_dim: 512
+rnn_layers: 2
+rnn_layers_parser: 1
+rnn_layers_tagger: 0
+seed: 42
+tag_layers: 1
+tags: ['UPOS', 'XPOS', 'FEATS', 'LEMMAS']
+test: ['/content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_test.conllu']
+threads: 4
+train: /content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_train.conllu
+variant_dim: 128
+we_dim: 512
+wembedding_model: bert-large-portuguese-cased
+word_dropout: 0.2
+Dev  epoch 1, lr 0.001, UPOS: 98.25, XPOS: 100.00, UFeats: 96.38, AllTags: 95.58, Lemmas: 97.06, UAS: 89.67, LAS: 86.75, CLAS: 80.58, MLAS: 73.66, BLEX: 76.40
+Dev  epoch 2, lr 0.001, UPOS: 98.52, XPOS: 100.00, UFeats: 97.33, AllTags: 96.62, Lemmas: 98.06, UAS: 92.56, LAS: 90.08, CLAS: 85.16, MLAS: 79.87, BLEX: 82.29
+Dev  epoch 3, lr 0.001, UPOS: 98.64, XPOS: 100.00, UFeats: 97.66, AllTags: 97.00, Lemmas: 98.36, UAS: 93.79, LAS: 91.71, CLAS: 87.60, MLAS: 82.85, BLEX: 85.26
+Dev  epoch 4, lr 0.001, UPOS: 98.91, XPOS: 100.00, UFeats: 97.89, AllTags: 97.42, Lemmas: 98.60, UAS: 94.16, LAS: 92.29, CLAS: 88.36, MLAS: 84.30, BLEX: 86.31
+Dev  epoch 5, lr 0.001, UPOS: 98.86, XPOS: 100.00, UFeats: 98.02, AllTags: 97.50, Lemmas: 98.67, UAS: 94.66, LAS: 92.86, CLAS: 89.26, MLAS: 85.39, BLEX: 87.32
+Dev  epoch 6, lr 0.001, UPOS: 98.89, XPOS: 100.00, UFeats: 98.09, AllTags: 97.55, Lemmas: 98.79, UAS: 94.76, LAS: 93.02, CLAS: 89.54, MLAS: 85.59, BLEX: 87.79
+Dev  epoch 7, lr 0.001, UPOS: 98.97, XPOS: 100.00, UFeats: 98.22, AllTags: 97.73, Lemmas: 98.88, UAS: 94.84, LAS: 93.18, CLAS: 89.66, MLAS: 86.20, BLEX: 88.04
+Dev  epoch 8, lr 0.001, UPOS: 98.94, XPOS: 100.00, UFeats: 98.29, AllTags: 97.76, Lemmas: 98.98, UAS: 94.79, LAS: 93.20, CLAS: 89.82, MLAS: 86.31, BLEX: 88.29
+Dev  epoch 9, lr 0.001, UPOS: 99.01, XPOS: 100.00, UFeats: 98.25, AllTags: 97.82, Lemmas: 98.98, UAS: 95.18, LAS: 93.67, CLAS: 90.44, MLAS: 86.86, BLEX: 88.91
+Dev  epoch 10, lr 0.001, UPOS: 99.01, XPOS: 100.00, UFeats: 98.40, AllTags: 97.98, Lemmas: 98.96, UAS: 95.16, LAS: 93.53, CLAS: 90.11, MLAS: 87.06, BLEX: 88.65
+Dev  epoch 11, lr 0.001, UPOS: 98.95, XPOS: 100.00, UFeats: 98.39, AllTags: 97.90, Lemmas: 99.09, UAS: 95.39, LAS: 93.87, CLAS: 90.70, MLAS: 87.58, BLEX: 89.42
+Dev  epoch 12, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.47, AllTags: 98.03, Lemmas: 99.08, UAS: 95.49, LAS: 93.96, CLAS: 90.78, MLAS: 87.76, BLEX: 89.50
+Dev  epoch 13, lr 0.001, UPOS: 99.00, XPOS: 100.00, UFeats: 98.39, AllTags: 97.94, Lemmas: 99.07, UAS: 95.43, LAS: 93.83, CLAS: 90.61, MLAS: 87.37, BLEX: 89.34
+Dev  epoch 14, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.45, AllTags: 98.00, Lemmas: 99.10, UAS: 95.40, LAS: 94.02, CLAS: 90.84, MLAS: 87.77, BLEX: 89.54
+Dev  epoch 15, lr 0.001, UPOS: 99.07, XPOS: 100.00, UFeats: 98.45, AllTags: 98.06, Lemmas: 99.11, UAS: 95.63, LAS: 94.22, CLAS: 91.16, MLAS: 88.25, BLEX: 89.91
+Dev  epoch 16, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.50, AllTags: 98.07, Lemmas: 99.11, UAS: 95.32, LAS: 93.92, CLAS: 90.67, MLAS: 87.81, BLEX: 89.41
+Dev  epoch 17, lr 0.001, UPOS: 99.01, XPOS: 100.00, UFeats: 98.48, AllTags: 98.05, Lemmas: 99.13, UAS: 95.40, LAS: 94.06, CLAS: 91.00, MLAS: 88.09, BLEX: 89.81
+Dev  epoch 18, lr 0.001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.57, AllTags: 98.15, Lemmas: 99.17, UAS: 95.55, LAS: 94.16, CLAS: 91.12, MLAS: 88.27, BLEX: 89.96
+Dev  epoch 19, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.64, AllTags: 98.20, Lemmas: 99.20, UAS: 95.66, LAS: 94.24, CLAS: 91.23, MLAS: 88.46, BLEX: 90.13
+Dev  epoch 20, lr 0.001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.60, AllTags: 98.15, Lemmas: 99.13, UAS: 95.52, LAS: 94.18, CLAS: 91.13, MLAS: 88.30, BLEX: 89.93
+Dev  epoch 21, lr 0.001, UPOS: 99.07, XPOS: 100.00, UFeats: 98.57, AllTags: 98.19, Lemmas: 99.19, UAS: 95.62, LAS: 94.19, CLAS: 91.23, MLAS: 88.45, BLEX: 90.18
+Dev  epoch 22, lr 0.001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.55, AllTags: 98.15, Lemmas: 99.22, UAS: 95.67, LAS: 94.28, CLAS: 91.32, MLAS: 88.45, BLEX: 90.24
+Dev  epoch 23, lr 0.001, UPOS: 99.11, XPOS: 100.00, UFeats: 98.58, AllTags: 98.22, Lemmas: 99.22, UAS: 95.52, LAS: 94.21, CLAS: 91.25, MLAS: 88.47, BLEX: 90.21
+Dev  epoch 24, lr 0.001, UPOS: 99.10, XPOS: 100.00, UFeats: 98.56, AllTags: 98.23, Lemmas: 99.19, UAS: 95.62, LAS: 94.27, CLAS: 91.30, MLAS: 88.47, BLEX: 90.21
+Dev  epoch 25, lr 0.001, UPOS: 99.09, XPOS: 100.00, UFeats: 98.57, AllTags: 98.19, Lemmas: 99.23, UAS: 95.73, LAS: 94.36, CLAS: 91.40, MLAS: 88.58, BLEX: 90.36
+Dev  epoch 26, lr 0.001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.70, AllTags: 98.27, Lemmas: 99.27, UAS: 95.59, LAS: 94.16, CLAS: 91.16, MLAS: 88.58, BLEX: 90.15
+Dev  epoch 27, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.60, AllTags: 98.19, Lemmas: 99.28, UAS: 95.70, LAS: 94.30, CLAS: 91.29, MLAS: 88.51, BLEX: 90.30
+Dev  epoch 28, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.61, AllTags: 98.19, Lemmas: 99.27, UAS: 95.61, LAS: 94.16, CLAS: 91.09, MLAS: 88.34, BLEX: 90.09
+Dev  epoch 29, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.65, AllTags: 98.21, Lemmas: 99.29, UAS: 95.61, LAS: 94.28, CLAS: 91.30, MLAS: 88.60, BLEX: 90.38
+Dev  epoch 30, lr 0.001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.70, AllTags: 98.28, Lemmas: 99.29, UAS: 95.55, LAS: 94.12, CLAS: 91.04, MLAS: 88.58, BLEX: 90.09
+Dev  epoch 31, lr 0.001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.65, AllTags: 98.26, Lemmas: 99.28, UAS: 95.67, LAS: 94.27, CLAS: 91.38, MLAS: 88.78, BLEX: 90.38
+Dev  epoch 32, lr 0.001, UPOS: 99.00, XPOS: 100.00, UFeats: 98.64, AllTags: 98.23, Lemmas: 99.25, UAS: 95.57, LAS: 94.25, CLAS: 91.37, MLAS: 88.74, BLEX: 90.43
+Dev  epoch 33, lr 0.001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.65, AllTags: 98.22, Lemmas: 99.22, UAS: 95.74, LAS: 94.43, CLAS: 91.62, MLAS: 89.08, BLEX: 90.59
+Dev  epoch 34, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.67, AllTags: 98.26, Lemmas: 99.28, UAS: 95.67, LAS: 94.33, CLAS: 91.32, MLAS: 88.77, BLEX: 90.38
+Dev  epoch 35, lr 0.001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.67, AllTags: 98.25, Lemmas: 99.28, UAS: 95.79, LAS: 94.46, CLAS: 91.56, MLAS: 89.06, BLEX: 90.57
+Dev  epoch 36, lr 0.001, UPOS: 99.00, XPOS: 100.00, UFeats: 98.68, AllTags: 98.24, Lemmas: 99.27, UAS: 95.69, LAS: 94.24, CLAS: 91.24, MLAS: 88.60, BLEX: 90.26
+Dev  epoch 37, lr 0.001, UPOS: 99.00, XPOS: 100.00, UFeats: 98.63, AllTags: 98.21, Lemmas: 99.29, UAS: 95.71, LAS: 94.27, CLAS: 91.27, MLAS: 88.63, BLEX: 90.35
+Dev  epoch 38, lr 0.001, UPOS: 98.99, XPOS: 100.00, UFeats: 98.63, AllTags: 98.19, Lemmas: 99.31, UAS: 95.76, LAS: 94.42, CLAS: 91.60, MLAS: 88.97, BLEX: 90.72
+Dev  epoch 39, lr 0.001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.65, AllTags: 98.21, Lemmas: 99.28, UAS: 95.77, LAS: 94.45, CLAS: 91.57, MLAS: 88.92, BLEX: 90.57
+Dev  epoch 40, lr 0.001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.61, AllTags: 98.21, Lemmas: 99.29, UAS: 95.78, LAS: 94.37, CLAS: 91.39, MLAS: 88.82, BLEX: 90.47
+Dev  epoch 1, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.68, AllTags: 98.30, Lemmas: 99.33, UAS: 95.86, LAS: 94.46, CLAS: 91.47, MLAS: 89.00, BLEX: 90.57
+Dev  epoch 2, lr 0.0001, UPOS: 99.06, XPOS: 100.00, UFeats: 98.67, AllTags: 98.28, Lemmas: 99.31, UAS: 95.89, LAS: 94.54, CLAS: 91.63, MLAS: 89.16, BLEX: 90.70
+Dev  epoch 3, lr 0.0001, UPOS: 99.06, XPOS: 100.00, UFeats: 98.70, AllTags: 98.31, Lemmas: 99.29, UAS: 95.93, LAS: 94.62, CLAS: 91.80, MLAS: 89.30, BLEX: 90.89
+Dev  epoch 4, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.71, AllTags: 98.30, Lemmas: 99.32, UAS: 95.92, LAS: 94.63, CLAS: 91.80, MLAS: 89.26, BLEX: 90.91
+Dev  epoch 5, lr 0.0001, UPOS: 99.06, XPOS: 100.00, UFeats: 98.70, AllTags: 98.30, Lemmas: 99.31, UAS: 95.86, LAS: 94.56, CLAS: 91.69, MLAS: 89.19, BLEX: 90.82
+Dev  epoch 6, lr 0.0001, UPOS: 99.07, XPOS: 100.00, UFeats: 98.72, AllTags: 98.33, Lemmas: 99.31, UAS: 95.97, LAS: 94.63, CLAS: 91.82, MLAS: 89.30, BLEX: 90.97
+Dev  epoch 7, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.70, AllTags: 98.30, Lemmas: 99.32, UAS: 95.93, LAS: 94.60, CLAS: 91.78, MLAS: 89.27, BLEX: 90.94
+Dev  epoch 8, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.72, AllTags: 98.31, Lemmas: 99.32, UAS: 95.94, LAS: 94.63, CLAS: 91.83, MLAS: 89.33, BLEX: 90.96
+Dev  epoch 9, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.71, AllTags: 98.29, Lemmas: 99.32, UAS: 95.85, LAS: 94.55, CLAS: 91.73, MLAS: 89.19, BLEX: 90.86
+Dev  epoch 10, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.68, AllTags: 98.27, Lemmas: 99.33, UAS: 95.87, LAS: 94.54, CLAS: 91.72, MLAS: 89.18, BLEX: 90.87
+Dev  epoch 11, lr 0.0001, UPOS: 99.05, XPOS: 100.00, UFeats: 98.71, AllTags: 98.30, Lemmas: 99.34, UAS: 95.90, LAS: 94.57, CLAS: 91.73, MLAS: 89.24, BLEX: 90.89
+Dev  epoch 12, lr 0.0001, UPOS: 99.03, XPOS: 100.00, UFeats: 98.70, AllTags: 98.28, Lemmas: 99.34, UAS: 95.93, LAS: 94.58, CLAS: 91.71, MLAS: 89.17, BLEX: 90.88
+Dev  epoch 13, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.67, AllTags: 98.24, Lemmas: 99.33, UAS: 95.95, LAS: 94.61, CLAS: 91.79, MLAS: 89.19, BLEX: 90.96
+Dev  epoch 14, lr 0.0001, UPOS: 99.02, XPOS: 100.00, UFeats: 98.70, AllTags: 98.25, Lemmas: 99.34, UAS: 95.87, LAS: 94.53, CLAS: 91.70, MLAS: 89.13, BLEX: 90.87
+Dev  epoch 15, lr 0.0001, UPOS: 99.07, XPOS: 100.00, UFeats: 98.65, AllTags: 98.28, Lemmas: 99.34, UAS: 95.92, LAS: 94.57, CLAS: 91.76, MLAS: 89.27, BLEX: 90.94
+Dev  epoch 16, lr 0.0001, UPOS: 99.06, XPOS: 100.00, UFeats: 98.69, AllTags: 98.29, Lemmas: 99.34, UAS: 95.92, LAS: 94.61, CLAS: 91.80, MLAS: 89.32, BLEX: 90.97
+Dev  epoch 17, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.67, AllTags: 98.26, Lemmas: 99.33, UAS: 95.92, LAS: 94.63, CLAS: 91.79, MLAS: 89.26, BLEX: 90.93
+Dev  epoch 18, lr 0.0001, UPOS: 99.01, XPOS: 100.00, UFeats: 98.67, AllTags: 98.24, Lemmas: 99.33, UAS: 95.91, LAS: 94.60, CLAS: 91.76, MLAS: 89.19, BLEX: 90.92
+Dev  epoch 19, lr 0.0001, UPOS: 99.04, XPOS: 100.00, UFeats: 98.68, AllTags: 98.27, Lemmas: 99.33, UAS: 95.98, LAS: 94.68, CLAS: 91.90, MLAS: 89.34, BLEX: 91.07
+Dev  epoch 20, lr 0.0001, UPOS: 99.05, XPOS: 100.00, UFeats: 98.68, AllTags: 98.28, Lemmas: 99.34, UAS: 95.97, LAS: 94.66, CLAS: 91.86, MLAS: 89.34, BLEX: 90.99
+Test  epoch 20, lr 0.0001, UPOS: 99.10, XPOS: 100.00, UFeats: 98.74, AllTags: 98.34, Lemmas: 99.40, UAS: 96.08, LAS: 94.70, CLAS: 91.95, MLAS: 89.64, BLEX: 91.15

udpipe2/Portparser_model/mappings.pickle

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+size 205623

udpipe2/Portparser_model/options.json

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+{"batch_size": 32, "beta_2": 0.99, "char_dropout": 0, "cle_dim": 256, "clip_gradient": 2.0, "dev": ["/content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_dev.conllu"], "dropout": 0.5, "epochs": "40:1e-3,20:1e-4", "exp": null, "label_smoothing": 0.03, "max_sentence_len": 120, "min_epoch_batches": 300, "model": "/content/drive/MyDrive/UDPipe2/datasets/mb8020f3", "parse": 1, "parser_deprel_dim": 128, "parser_layers": 1, "predict": false, "predict_input": null, "predict_output": null, "rnn_cell": "LSTM", "rnn_cell_dim": 512, "rnn_layers": 2, "rnn_layers_parser": 1, "rnn_layers_tagger": 0, "seed": 42, "tag_layers": 1, "tags": "UPOS,XPOS,FEATS,LEMMAS", "test": ["/content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_test.conllu"], "threads": 4, "train": "/content/drive/MyDrive/UDPipe2/datasets/fold3/h8418_3_train.conllu", "variant_dim": 128, "we_dim": 512, "wembedding_model": "bert-large-portuguese-cased", "word_dropout": 0.2}

udpipe2/Portparser_model/weights.data-00000-of-00001

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+size 93511368

udpipe2/docs/.gitignore

@@ -0,0 +1 @@
+/*.html

udpipe2/docs/Makefile

@@ -0,0 +1,24 @@
+HTMLS:=models.html udpipe_2.html
+
+.PHONY: all
+all: $(HTMLS)
+
+%.md: %.md.sh $(wildcard *.md)
+	sh $< >$@
+
+%.fragment.html: %.md
+	scripts/preprocess <$< | scripts/md >$@
+
+%.html: %.fragment.html
+	scripts/html <$< >$@
+
+%.noheading.html: %.html
+	sed '/<h1/d' $< >$@
+
+.PHONY: web_install
+web_install: udpipe_2.fragment.noheading.html models.fragment.html
+	scp $^ ufal:public_html/udpipe/2/
+
+.PHONY: clean
+clean:
+	rm -rf *.html $(patsubst %.md.sh,%.md,$(wildcard *.md.sh))

udpipe2/docs/models.md.sh

@@ -0,0 +1,26 @@
+#!/bin/sh
+
+models="models_ud212.md models_ud210.md models_ud26.md models_pdtc10.md models_evalatin20.md"
+
+cat <<EOF
+# UDPipe 2 Models
+
+EOF
+
+for model in $models; do
+  sed -n '/^## .* #[^ ]*$/ {s/^## /1. [/; s/ #/](#/; s/$/)/; p}' $model
+done
+echo
+
+for model in $models; do
+  awk '
+   /^\| [-a-z0-9_.]*-[0-9][0-9][0-9][0-9][0-9][0-9] *\|/ {
+     if (!($2 in models)) {
+       models[$2] = 1;
+       $2 = "<span id=\"" $2 "\">" $2 "</span>";
+     }
+   }
+   {print}
+  ' $model
+  echo
+done

udpipe2/docs/models_evalatin20.md

@@ -0,0 +1,40 @@
+## EvaLatin 2020 Models #evalatin20_models
+
+EvaLatin 2020 Models are distributed under the
+[CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
+The models are based solely on [EvaLatin 2020](https://github.com/CIRCSE/LT4HALA)
+treebanks, and additionally use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md).
+
+The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
+
+### Download
+
+The latest version 200831 of the EvaLatin 2020 models
+can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4803).
+
+The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
+
+### Acknowledgements #evalatin20_models_acknowledgements
+
+This work was supported by the grant no. GX20-16819X of the Grant Agency of the
+Czech Republic, and has been using language resources stored and distributed by
+the LINDAT/CLARIAH-CZ project of the Ministry of Education, Youth and Sports of
+the Czech Republic (project LM2018101).
+
+The models were trained on [EvaLatin 2020](https://github.com/CIRCSE/LT4HALA) treebanks.
+
+Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+is used to provide contextualized word embeddings.
+
+### Publications
+
+- Milan Straka, Jana Straková (2020): [UDPipe at EvaLatin 2020: Contextualized Embeddings
+and Treebank Embeddings](https://arxiv.org/abs/2006.03687). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 2006.03687
+
+### Model Performance
+
+| Model | Dataset           |  UPOS |  Lemma |
+|:------|:------------------|------:|-------:|
+| latin-evalatin20-200830 | test classical    | 96.73 |  96.39 |
+| latin-evalatin20-200830 | test cross-genre  | 90.47 |  86.89 |
+| latin-evalatin20-200830 | test cross-time   | 87.58 |  90.59 |

udpipe2/docs/models_pdtc10.md

@@ -0,0 +1,120 @@
+## Czech PDT-C 1.0 Model #czech_pdtc1.0_model
+
+PDT-C 1.0 Model is distributed under the
+[CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
+The model is trained on [PDT-C 1.0 treebank](https://hdl.handle.net/11234/1-3185)
+using [RobeCzech model](https://hdl.handle.net/11234/1-3691), and performs
+morphological analysis using the [MorfFlex CZ 2.0](https://hdl.handle.net/11234/1-4794)
+morphological dictionary via [MorphoDiTa](https://ufal.mff.cuni.cz/morphodita).
+
+The model requires [UDPipe 2.1](https://ufal.mff.cuni.cz/udpipe/2), together
+with Python packages [ufal.udpipe](https://pypi.org/project/ufal.udpipe/)
+version at least 1.3.1.1 and [ufal.morphodita](https://pypi.org/project/ufal.morphodita/)
+version at least 1.11.2.1.
+
+### Download
+
+The latest version 231116 of the Czech PDT-C 1.0 model
+can be downloaded from the [LINDAT/CLARIN repository](http://hdl.handle.net/11234/1-5293).
+
+The model is also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
+
+### PDT-C 1.0 Morphological System
+
+PDT-C 1.0 uses the _PDT-C tag set_ from MorfFlex CZ 2.0, which is an evolution
+of the original _PDT tag set_ devised by Jan Hajič
+([Hajič, 2004](https://books.google.cz/books?id=sB63AAAACAAJ)).
+The tags are positional with 15 positions corresponding to part of speech,
+detailed part of speech, gender, number, case, etc. (e.g. `NNFS1-----A----`).
+Different meanings of same lemmas are distinguished and additional comments can
+be provided for every lemma meaning. The complete reference can be found in the
+[Manual for Morphological Annotation, Revision for the Prague Dependency
+Treebank - Consolidated 2020 release](https://ufal.mff.cuni.cz/techrep/tr64.pdf)
+and quick reference is available in the [PDT-C positional morphological tags
+overview](https://ufal.mff.cuni.cz/pdt-c/publications/Appendix_M_Tags_2020.pdf).
+
+The PDT-C 1.0 emply dependency relations from the [PDT analytical
+level](https://ufal.mff.cuni.cz/pdt-c/publications/PDT20-a-man-en.pdf), with
+a quick reference available in the [PDT-C analytical functions and clause
+segmentation overview](http://ufal.mff.cuni.cz/pdt-c/publications/Appendix_A_Tags_2020.pdf).
+
+In the CoNLL-U format, the
+- tags are filled in the `XPOS` column, and
+- the dependency relations are filled in the `DEPREL`, even if they are
+  different from the universal dependency relations.
+
+### PDT-C 1.0 Train/Dev/Test Splits
+
+The PDT-C corpus consists of four datasets, but some of them do not have
+an official train/dev/test split. We therefore used the following split:
+
+- PDT dataset is already split into train, dev (`dtest`), and test (`etest`).
+- PCEDT dataset is a translated version of the Wall Street Journal, so we used
+  the usual split into train (sections 0-18), dev (sections 19-21), and test
+  (sections 22-24).
+- PDTSC and FAUST datasets have no split, so we split it into dev (documents
+  with identifiers ending with 6), test (documents with identifiers ending with 7),
+  and train (all the remaining documents).
+
+### Acknowledgements #czech_pdtc1.0_model_acknowledgements
+
+This work has been supported by the LINDAT/CLARIAH-CZ project funded by Ministry
+of Education, Youth and Sports of the Czech Republic (project LM2023062).
+
+### Publications
+
+- Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
+- Jan Hajič, Eduard Bejček, Jaroslava Hlavacova, Marie Mikulová, Milan Straka, Jan Štěpánek, and Barbora Štěpánková (2020). [Prague Dependency Treebank - Consolidated 1.0](https://aclanthology.org/2020.lrec-1.641.pdf). In: Proceedings of the 12th Language Resources and Evaluation Conference, pages 5208–5218, Marseille, France. European Language Resources Association.
+- Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
+- Straková Jana, Straka Milan and Hajič Jan (2014): [Open-Source Tools for Morphology, Lemmatization, POS Tagging and Named Entity Recognition](https://aclanthology.org/P14-5003/). In: Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations, pages 13-18, Baltimore, Maryland, June 2014. Association for Computational Linguistics.
+
+### Model Performance
+
+#### Tagging and Lemmatization
+
+We evaluate tagging and lemmatization on the four datasets of PDT-C 1.0,
+and we also compute a macro-average. For lemmatization, we use the following
+metrics:
+- `Lemmas`: a primary metric comparing the _lemma proper_, which is the lemma
+  with an optional lemma number (but we ignore the additional lemma comments
+  like “this is a given name”);
+- `LemmasEM`: an exact match comparing also the lemma comments. This metric is
+  less or equal to `Lemmas`. Our model directly predicts only lemma proper (no
+  additional comments), and relies on the morphological dictionary to supply the
+  comments, so it fails to generate comments for unknown words (like an unknown
+  given name).
+
+We perform the evaluation using the
+[udpipe2_eval.py](https://github.com/ufal/udpipe/blob/udpipe-2/udpipe2_eval.py),
+which is a minor extension of the [CoNLL 2018 Shared
+Task](https://universaldependencies.org/conll18/evaluation.html) evaluation
+script.
+
+Because the model also include a rule-based tokenizer and sentence splitter,
+we evaluate both:
+- using raw input text, which must first be tokenized and split into sentences.
+  The resulting scores are in fact F1-scores. Note that the FAUST dataset does
+  not contain any discernible sentence boundaries.
+- using gold tokenization.
+
+| Treebank | Mode              | Tokens | Sents | XPOS  | Lemma | LemmaEM |
+|:---------|:------------------|-------:|------:|------:|------:|--------:|
+| PDT      | Raw text          | 99.91  | 88.00 | 98.69 | 99.10 | 98.86   |
+| PDT      | Gold tokenization | —      | —     | 98.78 | 99.19 | 98.96   |
+| PCEDT    | Raw text          | 99.97  | 94.06 | 98.77 | 99.36 | 98.75   |
+| PCEDT    | Gold tokenization | —      | —     | 98.80 | 99.40 | 98.78   |
+| PDTSC    | Raw text          | 100.0  | 98.31 | 98.77 | 99.23 | 99.16   |
+| PDTSC    | Gold tokenization | —      | —     | 98.77 | 99.23 | 99.16   |
+| FAUST    | Raw text          | 100.0  | 10.98 | 97.05 | 98.88 | 98.43   |
+| FAUST    | Gold tokenization | —      | —     | 97.42 | 98.78 | 98.30   |
+| MacroAvg | Gold tokenization | —      | —     | 98.44 | 99.15 | 98.80   |
+
+#### Dependency Parsing
+
+In PDT-C 1.0, the only manually annotated dependency parsing dataset is a subset
+of the PDT dataset. We perform the evaluation as in the previous section.
+
+| Treebank   | Mode              | Tokens | Sents | XPOS  | Lemma | LemmaEM | UAS   | LAS   |
+|:-----------|:------------------|-------:|------:|------:|------:|--------:|------:|------:|
+| PDT subset | Raw text          | 99.94  | 88.49 | 98.74 | 99.16 | 98.97   | 93.45 | 90.32 |
+| PDT subset | Gold tokenization | —      | —     | 98.81 | 99.23 | 99.03   | 94.41 | 91.48 |

udpipe2/docs/models_ud210.md

@@ -0,0 +1,308 @@
+## Universal Dependencies 2.10 Models #universal_dependencies_210_models
+
+Universal Dependencies 2.10 Models are distributed under the
+[CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
+The models are based solely on [Universal Dependencies
+2.10](https://hdl.handle.net/11234/1-4758) treebanks, and additionally
+use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+and [RobeCzech](https://huggingface.co/ufal/robeczech-base).
+
+The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
+
+### Download
+
+The latest version 220711 of the Universal Dependencies 2.10 models
+can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4804).
+
+The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
+
+### Acknowledgements #universal_dependencies_210_models_acknowledgements
+
+This work has been supported by the Ministry of Education, Youth and Sports of
+the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
+
+The models were trained on [Universal Dependencies 2.10](https://hdl.handle.net/11234/1-4758) treebanks.
+
+For the UD treebanks which do not contain original plain text version,
+raw text is used to train the tokenizer instead. The plain texts
+were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
+
+Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+and [RobeCzech](https://huggingface.co/ufal/robeczech-base) are used to provide
+contextualized word embeddings.
+
+### Publications
+
+- Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
+- Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
+- Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
+
+### Model Description
+
+The Universal Dependencies 2.10 models contain 123 models of 69 languages, each
+consisting of a tokenizer, tagger, lemmatizer and dependency parser, all trained
+using the UD data. We used the original train-dev-test split, but for treebanks
+with only train and no dev data we used last 10% of the train data as dev data.
+We produce models only for treebanks with at least 1000 training words.
+
+The tokenizer is trained using the `SpaceAfter=No` features. If the features
+are not present in the data, they can be filled in using raw text in the
+language in question.
+
+The tagger, lemmatizer and parser are trained using gold UD data.
+
+### Model Performance
+
+We present the tokenizer, tagger, lemmatizer and parser performance, measured on
+the testing portion of the data, evaluated both on the raw text and using the
+gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
+script.
+
+| Model                                     | Mode              | Words  | Sents  | UPOS  | XPOS  | UFeats | AllTags | Lemma  | UAS   | LAS   | MLAS  | BLEX  |
+|:------------------------------------------|:------------------|-------:|-------:|------:|------:|-------:|--------:|-------:|------:|------:|------:|------:|
+| afrikaans-afribooms-ud-2.10-220711        | Raw text          | 99.78  | 98.59  | 98.58 | 95.46 | 98.13  | 95.33   | 97.43  | 90.10 | 87.23 | 78.64 | 78.59 |
+| afrikaans-afribooms-ud-2.10-220711        | Gold tokenization | —      | —      | 98.77 | 95.62 | 98.31  | 95.50   | 97.53  | 90.72 | 87.80 | 79.23 | 78.99 |
+| ancient_greek-perseus-ud-2.10-220711      | Raw text          | 99.97  | 98.85  | 92.83 | 85.55 | 91.45  | 84.87   | 86.68  | 80.13 | 74.36 | 54.62 | 55.72 |
+| ancient_greek-perseus-ud-2.10-220711      | Gold tokenization | —      | —      | 92.88 | 85.60 | 91.47  | 84.90   | 86.70  | 80.32 | 74.53 | 54.73 | 55.87 |
+| ancient_greek-proiel-ud-2.10-220711       | Raw text          | 100.00 | 48.02  | 97.77 | 98.05 | 92.35  | 91.05   | 94.71  | 79.82 | 76.06 | 60.08 | 65.75 |
+| ancient_greek-proiel-ud-2.10-220711       | Gold tokenization | —      | —      | 97.87 | 98.14 | 92.49  | 91.26   | 94.73  | 86.05 | 82.14 | 67.03 | 71.90 |
+| ancient_hebrew-ptnk-ud-2.10-220711        | Raw text          | 68.76  | 98.06  | 56.80 | 56.94 | 55.13  | 50.80   | 49.88  | 38.73 | 34.67 | 18.47 | 17.69 |
+| ancient_hebrew-ptnk-ud-2.10-220711        | Gold tokenization | —      | —      | 68.03 | 67.97 | 66.97  | 56.15   | 53.35  | 63.31 | 51.61 | 28.08 | 24.34 |
+| arabic-padt-ud-2.10-220711                | Raw text          | 94.58  | 82.09  | 91.72 | 89.01 | 89.14  | 88.69   | 90.41  | 78.63 | 74.54 | 65.84 | 67.88 |
+| arabic-padt-ud-2.10-220711                | Gold tokenization | —      | —      | 97.02 | 94.38 | 94.53  | 94.08   | 95.31  | 88.11 | 83.49 | 74.57 | 76.13 |
+| armenian-armtdp-ud-2.10-220711            | Raw text          | 99.28  | 95.70  | 96.07 | —     | 91.39  | 90.28   | 95.04  | 86.84 | 82.22 | 69.53 | 74.39 |
+| armenian-armtdp-ud-2.10-220711            | Gold tokenization | —      | —      | 96.63 | —     | 92.03  | 90.77   | 95.70  | 88.50 | 83.81 | 70.18 | 75.42 |
+| armenian-bsut-ud-2.10-220711              | Raw text          | 99.79  | 98.73  | 97.31 | —     | 92.01  | 91.24   | 96.62  | 90.02 | 85.75 | 71.20 | 78.86 |
+| armenian-bsut-ud-2.10-220711              | Gold tokenization | —      | —      | 97.53 | —     | 92.24  | 91.48   | 96.82  | 90.56 | 86.29 | 71.73 | 79.32 |
+| basque-bdt-ud-2.10-220711                 | Raw text          | 99.94  | 99.83  | 96.25 | —     | 92.69  | 90.69   | 96.36  | 87.40 | 84.28 | 73.94 | 79.81 |
+| basque-bdt-ud-2.10-220711                 | Gold tokenization | —      | —      | 96.30 | —     | 92.73  | 90.72   | 96.39  | 87.48 | 84.36 | 73.99 | 79.86 |
+| belarusian-hse-ud-2.10-220711             | Raw text          | 99.47  | 83.97  | 98.30 | 96.26 | 94.38  | 92.37   | 93.35  | 86.84 | 84.85 | 76.00 | 76.01 |
+| belarusian-hse-ud-2.10-220711             | Gold tokenization | —      | —      | 98.81 | 96.74 | 94.94  | 92.87   | 93.86  | 89.55 | 87.38 | 78.23 | 78.11 |
+| bulgarian-btb-ud-2.10-220711              | Raw text          | 99.91  | 94.17  | 99.19 | 97.20 | 97.97  | 96.85   | 97.99  | 94.41 | 91.67 | 85.89 | 86.31 |
+| bulgarian-btb-ud-2.10-220711              | Gold tokenization | —      | —      | 99.29 | 97.30 | 98.07  | 96.96   | 98.09  | 95.24 | 92.44 | 86.52 | 87.03 |
+| catalan-ancora-ud-2.10-220711             | Raw text          | 99.95  | 99.08  | 99.07 | 97.21 | 98.70  | 96.96   | 99.40  | 94.86 | 93.14 | 87.45 | 88.92 |
+| catalan-ancora-ud-2.10-220711             | Gold tokenization | —      | —      | 99.14 | 97.32 | 98.78  | 97.07   | 99.46  | 95.02 | 93.30 | 87.69 | 89.13 |
+| chinese-gsdsimp-ud-2.10-220711            | Raw text          | 90.29  | 99.10  | 87.21 | 87.16 | 89.74  | 86.42   | 90.29  | 73.11 | 70.62 | 63.58 | 67.09 |
+| chinese-gsdsimp-ud-2.10-220711            | Gold tokenization | —      | —      | 96.14 | 96.04 | 99.45  | 95.30   | 99.99  | 87.28 | 84.07 | 78.56 | 82.64 |
+| chinese-gsd-ud-2.10-220711                | Raw text          | 90.27  | 99.10  | 87.15 | 87.05 | 89.71  | 86.36   | 90.27  | 72.85 | 70.29 | 63.41 | 66.89 |
+| chinese-gsd-ud-2.10-220711                | Gold tokenization | —      | —      | 96.21 | 96.08 | 99.40  | 95.34   | 99.99  | 87.15 | 83.96 | 78.41 | 82.59 |
+| classical_chinese-kyoto-ud-2.10-220711    | Raw text          | 97.26  | 40.71  | 87.40 | 86.48 | 89.97  | 83.27   | 96.78  | 67.56 | 62.17 | 58.02 | 60.60 |
+| classical_chinese-kyoto-ud-2.10-220711    | Gold tokenization | —      | —      | 92.30 | 90.87 | 93.94  | 88.19   | 99.47  | 83.16 | 77.63 | 73.15 | 76.42 |
+| coptic-scriptorium-ud-2.10-220711         | Raw text          | 74.49  | 33.87  | 72.43 | 72.34 | 72.53  | 71.54   | 72.91  | 51.25 | 49.43 | 36.55 | 39.14 |
+| coptic-scriptorium-ud-2.10-220711         | Gold tokenization | —      | —      | 96.94 | 96.78 | 97.49  | 95.50   | 97.02  | 90.48 | 87.70 | 76.04 | 79.57 |
+| croatian-set-ud-2.10-220711               | Raw text          | 99.93  | 94.79  | 98.48 | 95.72 | 96.23  | 95.49   | 97.60  | 92.17 | 89.27 | 81.53 | 84.23 |
+| croatian-set-ud-2.10-220711               | Gold tokenization | —      | —      | 98.54 | 95.80 | 96.30  | 95.56   | 97.68  | 92.67 | 89.75 | 81.92 | 84.69 |
+| czech-pdt-ud-2.10-220711                  | Raw text          | 99.94  | 93.74  | 99.37 | 98.40 | 98.33  | 98.02   | 99.21  | 94.90 | 93.50 | 90.28 | 91.88 |
+| czech-pdt-ud-2.10-220711                  | Gold tokenization | —      | —      | 99.45 | 98.47 | 98.40  | 98.09   | 99.28  | 95.63 | 94.23 | 90.88 | 92.50 |
+| czech-cac-ud-2.10-220711                  | Raw text          | 99.99  | 99.68  | 99.72 | 98.57 | 98.37  | 98.12   | 99.18  | 96.12 | 94.76 | 91.09 | 92.67 |
+| czech-cac-ud-2.10-220711                  | Gold tokenization | —      | —      | 99.73 | 98.58 | 98.38  | 98.13   | 99.19  | 96.12 | 94.76 | 91.11 | 92.69 |
+| czech-cltt-ud-2.10-220711                 | Raw text          | 99.71  | 97.79  | 99.22 | 95.32 | 95.23  | 95.03   | 99.18  | 90.77 | 89.24 | 81.35 | 86.22 |
+| czech-cltt-ud-2.10-220711                 | Gold tokenization | —      | —      | 99.47 | 95.47 | 95.40  | 95.18   | 99.47  | 91.20 | 89.68 | 81.67 | 86.73 |
+| czech-fictree-ud-2.10-220711              | Raw text          | 99.99  | 98.95  | 99.17 | 97.06 | 97.83  | 96.86   | 99.35  | 96.38 | 94.91 | 89.61 | 92.81 |
+| czech-fictree-ud-2.10-220711              | Gold tokenization | —      | —      | 99.18 | 97.08 | 97.84  | 96.88   | 99.36  | 96.46 | 94.97 | 89.71 | 92.91 |
+| danish-ddt-ud-2.10-220711                 | Raw text          | 99.81  | 89.78  | 97.95 | —     | 97.29  | 96.54   | 97.26  | 88.27 | 86.25 | 79.22 | 80.96 |
+| danish-ddt-ud-2.10-220711                 | Gold tokenization | —      | —      | 98.16 | —     | 97.53  | 96.79   | 97.45  | 89.46 | 87.42 | 80.42 | 82.17 |
+| dutch-alpino-ud-2.10-220711               | Raw text          | 99.83  | 88.98  | 97.86 | 96.79 | 97.80  | 96.29   | 95.11  | 92.95 | 90.58 | 83.15 | 79.88 |
+| dutch-alpino-ud-2.10-220711               | Gold tokenization | —      | —      | 97.97 | 96.87 | 97.91  | 96.41   | 95.26  | 94.00 | 91.63 | 84.17 | 80.83 |
+| dutch-lassysmall-ud-2.10-220711           | Raw text          | 99.80  | 74.93  | 96.98 | 95.62 | 96.63  | 94.88   | 95.70  | 90.61 | 87.94 | 79.67 | 78.25 |
+| dutch-lassysmall-ud-2.10-220711           | Gold tokenization | —      | —      | 97.25 | 96.43 | 97.36  | 95.83   | 95.97  | 94.51 | 91.66 | 84.48 | 83.08 |
+| english-ewt-ud-2.10-220711                | Raw text          | 98.95  | 87.02  | 96.39 | 96.13 | 96.53  | 94.80   | 97.13  | 90.07 | 88.10 | 81.47 | 83.42 |
+| english-ewt-ud-2.10-220711                | Gold tokenization | —      | —      | 97.35 | 97.06 | 97.52  | 95.71   | 98.07  | 92.62 | 90.56 | 84.02 | 85.98 |
+| english-atis-ud-2.10-220711               | Raw text          | 100.00 | 81.96  | 98.97 | —     | 98.54  | 98.13   | 99.94  | 94.39 | 92.92 | 87.85 | 90.39 |
+| english-atis-ud-2.10-220711               | Gold tokenization | —      | —      | 98.97 | —     | 98.56  | 98.15   | 99.94  | 95.88 | 94.26 | 89.80 | 92.40 |
+| english-gum-ud-2.10-220711                | Raw text          | 99.64  | 95.36  | 97.95 | 97.91 | 97.88  | 96.91   | 98.77  | 92.30 | 90.35 | 84.63 | 86.31 |
+| english-gum-ud-2.10-220711                | Gold tokenization | —      | —      | 98.27 | 98.26 | 98.22  | 97.24   | 99.09  | 93.17 | 91.19 | 85.42 | 87.04 |
+| english-lines-ud-2.10-220711              | Raw text          | 99.92  | 87.45  | 97.71 | 96.77 | 97.02  | 94.41   | 98.40  | 91.17 | 88.22 | 80.27 | 83.45 |
+| english-lines-ud-2.10-220711              | Gold tokenization | —      | —      | 97.79 | 96.84 | 97.07  | 94.48   | 98.47  | 92.10 | 89.17 | 81.05 | 84.36 |
+| english-partut-ud-2.10-220711             | Raw text          | 99.72  | 100.00 | 97.23 | 97.11 | 96.35  | 95.26   | 98.14  | 94.24 | 92.21 | 83.35 | 87.34 |
+| english-partut-ud-2.10-220711             | Gold tokenization | —      | —      | 97.48 | 97.36 | 96.60  | 95.51   | 98.42  | 94.48 | 92.46 | 83.74 | 87.62 |
+| estonian-edt-ud-2.10-220711               | Raw text          | 99.95  | 92.03  | 97.68 | 98.31 | 96.28  | 95.07   | 95.36  | 88.81 | 86.16 | 79.92 | 79.56 |
+| estonian-edt-ud-2.10-220711               | Gold tokenization | —      | —      | 97.81 | 98.36 | 96.36  | 95.19   | 95.43  | 89.71 | 87.03 | 80.77 | 80.37 |
+| estonian-ewt-ud-2.10-220711               | Raw text          | 98.82  | 75.26  | 95.41 | 96.29 | 94.06  | 91.92   | 93.86  | 82.62 | 79.30 | 71.40 | 72.35 |
+| estonian-ewt-ud-2.10-220711               | Gold tokenization | —      | —      | 96.65 | 97.43 | 95.15  | 93.10   | 94.97  | 86.76 | 83.25 | 74.79 | 75.57 |
+| faroese-farpahc-ud-2.10-220711            | Raw text          | 99.74  | 92.77  | 97.44 | 93.04 | 94.43  | 92.50   | 99.74  | 85.76 | 82.13 | 68.07 | 75.34 |
+| faroese-farpahc-ud-2.10-220711            | Gold tokenization | —      | —      | 97.64 | 93.28 | 94.68  | 92.72   | 100.00 | 86.82 | 83.10 | 69.17 | 76.51 |
+| finnish-tdt-ud-2.10-220711                | Raw text          | 99.70  | 90.82  | 97.58 | 98.18 | 95.99  | 95.10   | 92.14  | 90.20 | 88.18 | 82.19 | 78.16 |
+| finnish-tdt-ud-2.10-220711                | Gold tokenization | —      | —      | 97.92 | 98.49 | 96.29  | 95.43   | 92.46  | 91.51 | 89.46 | 83.20 | 79.17 |
+| finnish-ftb-ud-2.10-220711                | Raw text          | 99.91  | 86.84  | 96.69 | 95.14 | 96.83  | 94.02   | 95.57  | 89.80 | 87.18 | 80.04 | 80.49 |
+| finnish-ftb-ud-2.10-220711                | Gold tokenization | —      | —      | 97.00 | 95.36 | 96.92  | 94.32   | 95.67  | 91.91 | 89.23 | 82.55 | 82.84 |
+| french-gsd-ud-2.10-220711                 | Raw text          | 98.78  | 94.69  | 97.26 | —     | 97.35  | 96.63   | 97.55  | 92.76 | 90.82 | 84.55 | 86.32 |
+| french-gsd-ud-2.10-220711                 | Gold tokenization | —      | —      | 98.44 | —     | 98.47  | 97.71   | 98.75  | 94.55 | 92.71 | 86.34 | 87.59 |
+| french-parisstories-ud-2.10-220711        | Raw text          | 99.49  | 87.87  | 96.24 | —     | 94.41  | 92.17   | 97.55  | 79.95 | 74.84 | 61.23 | 68.35 |
+| french-parisstories-ud-2.10-220711        | Gold tokenization | —      | —      | 96.81 | —     | 94.90  | 92.68   | 97.98  | 81.67 | 76.50 | 62.46 | 69.32 |
+| french-partut-ud-2.10-220711              | Raw text          | 99.48  | 100.00 | 97.26 | 96.76 | 94.72  | 93.96   | 97.33  | 94.72 | 92.81 | 81.09 | 86.22 |
+| french-partut-ud-2.10-220711              | Gold tokenization | —      | —      | 97.89 | 97.35 | 95.27  | 94.51   | 97.89  | 95.62 | 93.85 | 82.18 | 87.24 |
+| french-rhapsodie-ud-2.10-220711           | Raw text          | 99.22  | 99.47  | 97.20 | 97.45 | 96.12  | 93.30   | 98.26  | 88.71 | 84.99 | 75.15 | 79.88 |
+| french-rhapsodie-ud-2.10-220711           | Gold tokenization | —      | —      | 98.00 | 98.13 | 96.89  | 93.97   | 98.99  | 89.89 | 86.08 | 75.91 | 80.35 |
+| french-sequoia-ud-2.10-220711             | Raw text          | 99.15  | 84.02  | 98.32 | —     | 97.15  | 96.68   | 98.33  | 93.60 | 92.22 | 86.08 | 89.00 |
+| french-sequoia-ud-2.10-220711             | Gold tokenization | —      | —      | 99.24 | —     | 97.95  | 97.54   | 99.13  | 95.43 | 94.11 | 88.00 | 90.34 |
+| galician-ctg-ud-2.10-220711               | Raw text          | 99.22  | 97.22  | 97.28 | 97.05 | 99.06  | 96.70   | 98.04  | 85.59 | 83.20 | 72.11 | 76.94 |
+| galician-ctg-ud-2.10-220711               | Gold tokenization | —      | —      | 98.01 | 97.78 | 99.84  | 97.41   | 98.79  | 87.31 | 84.80 | 74.04 | 78.88 |
+| galician-treegal-ud-2.10-220711           | Raw text          | 98.74  | 87.99  | 96.00 | 93.69 | 94.85  | 92.82   | 96.67  | 83.44 | 79.36 | 67.82 | 71.68 |
+| galician-treegal-ud-2.10-220711           | Gold tokenization | —      | —      | 97.19 | 94.83 | 95.94  | 93.91   | 97.86  | 86.75 | 82.40 | 71.30 | 75.54 |
+| german-hdt-ud-2.10-220711                 | Raw text          | 99.90  | 92.34  | 98.51 | 98.45 | 94.08  | 93.70   | 97.16  | 96.94 | 96.04 | 84.79 | 90.40 |
+| german-hdt-ud-2.10-220711                 | Gold tokenization | —      | —      | 98.62 | 98.58 | 94.22  | 93.83   | 97.26  | 97.63 | 96.75 | 85.46 | 91.08 |
+| german-gsd-ud-2.10-220711                 | Raw text          | 99.81  | 81.12  | 95.78 | 97.68 | 90.23  | 87.27   | 96.75  | 87.32 | 83.12 | 63.79 | 75.00 |
+| german-gsd-ud-2.10-220711                 | Gold tokenization | —      | —      | 95.94 | 97.87 | 90.60  | 87.60   | 96.96  | 89.28 | 85.04 | 65.33 | 76.75 |
+| gothic-proiel-ud-2.10-220711              | Raw text          | 100.00 | 31.12  | 96.48 | 96.98 | 90.08  | 88.19   | 94.62  | 74.17 | 68.40 | 55.39 | 62.02 |
+| gothic-proiel-ud-2.10-220711              | Gold tokenization | —      | —      | 96.97 | 97.42 | 90.90  | 89.33   | 94.71  | 84.11 | 78.29 | 65.73 | 71.10 |
+| greek-gdt-ud-2.10-220711                  | Raw text          | 99.87  | 90.19  | 98.09 | 98.10 | 95.60  | 95.01   | 95.61  | 93.05 | 91.24 | 81.58 | 81.04 |
+| greek-gdt-ud-2.10-220711                  | Gold tokenization | —      | —      | 98.23 | 98.24 | 95.79  | 95.20   | 95.70  | 93.85 | 92.04 | 82.28 | 81.75 |
+| hebrew-htb-ud-2.10-220711                 | Raw text          | 85.05  | 99.39  | 82.78 | 82.80 | 81.23  | 80.53   | 82.91  | 70.63 | 68.13 | 55.31 | 59.44 |
+| hebrew-htb-ud-2.10-220711                 | Gold tokenization | —      | —      | 97.44 | 97.42 | 95.73  | 95.05   | 97.34  | 92.71 | 90.24 | 78.77 | 81.80 |
+| hebrew-iahltwiki-ud-2.10-220711           | Raw text          | 88.54  | 97.16  | 85.97 | 86.00 | 80.55  | 79.47   | 87.15  | 76.16 | 74.19 | 56.91 | 66.92 |
+| hebrew-iahltwiki-ud-2.10-220711           | Gold tokenization | —      | —      | 97.09 | 97.10 | 91.59  | 90.41   | 98.24  | 93.88 | 91.45 | 74.27 | 85.44 |
+| hindi-hdtb-ud-2.10-220711                 | Raw text          | 100.00 | 98.90  | 97.57 | 97.12 | 94.16  | 92.23   | 98.92  | 95.30 | 92.32 | 79.20 | 87.66 |
+| hindi-hdtb-ud-2.10-220711                 | Gold tokenization | —      | —      | 97.58 | 97.14 | 94.18  | 92.26   | 98.92  | 95.42 | 92.44 | 79.35 | 87.81 |
+| hungarian-szeged-ud-2.10-220711           | Raw text          | 99.85  | 95.89  | 96.68 | —     | 94.22  | 93.53   | 94.92  | 88.81 | 85.09 | 75.22 | 78.19 |
+| hungarian-szeged-ud-2.10-220711           | Gold tokenization | —      | —      | 96.79 | —     | 94.36  | 93.64   | 95.04  | 89.31 | 85.54 | 75.51 | 78.47 |
+| icelandic-icepahc-ud-2.10-220711          | Raw text          | 99.82  | 92.15  | 96.90 | 93.24 | 91.32  | 86.42   | 95.99  | 87.21 | 83.36 | 65.98 | 74.25 |
+| icelandic-icepahc-ud-2.10-220711          | Gold tokenization | —      | —      | 97.08 | 93.45 | 91.47  | 86.61   | 96.15  | 87.78 | 83.87 | 66.49 | 74.84 |
+| icelandic-modern-ud-2.10-220711           | Raw text          | 99.92  | 99.22  | 99.07 | 98.14 | 98.38  | 97.88   | 98.91  | 94.41 | 93.17 | 89.31 | 90.07 |
+| icelandic-modern-ud-2.10-220711           | Gold tokenization | —      | —      | 99.14 | 98.21 | 98.45  | 97.95   | 98.98  | 94.50 | 93.26 | 89.41 | 90.16 |
+| indonesian-gsd-ud-2.10-220711             | Raw text          | 99.48  | 92.90  | 94.23 | 93.81 | 95.53  | 88.78   | 98.13  | 87.65 | 81.59 | 72.35 | 77.02 |
+| indonesian-gsd-ud-2.10-220711             | Gold tokenization | —      | —      | 94.66 | 94.26 | 95.99  | 89.17   | 98.53  | 88.57 | 82.42 | 73.21 | 77.88 |
+| indonesian-csui-ud-2.10-220711            | Raw text          | 99.45  | 91.01  | 96.05 | 96.14 | 96.85  | 95.43   | 98.23  | 86.38 | 82.10 | 76.54 | 78.80 |
+| indonesian-csui-ud-2.10-220711            | Gold tokenization | —      | —      | 96.56 | 96.72 | 97.37  | 95.99   | 98.87  | 87.77 | 83.28 | 77.62 | 79.92 |
+| irish-idt-ud-2.10-220711                  | Raw text          | 99.72  | 97.25  | 95.63 | 94.76 | 90.33  | 87.14   | 95.30  | 86.74 | 81.10 | 64.20 | 71.52 |
+| irish-idt-ud-2.10-220711                  | Gold tokenization | —      | —      | 95.89 | 95.07 | 90.60  | 87.46   | 95.54  | 87.28 | 81.64 | 64.56 | 71.85 |
+| italian-isdt-ud-2.10-220711               | Raw text          | 99.84  | 98.76  | 98.57 | 98.50 | 98.25  | 97.67   | 98.79  | 94.66 | 93.01 | 86.61 | 88.00 |
+| italian-isdt-ud-2.10-220711               | Gold tokenization | —      | —      | 98.72 | 98.65 | 98.41  | 97.83   | 98.95  | 94.96 | 93.34 | 86.97 | 88.40 |
+| italian-markit-ud-2.10-220711             | Raw text          | 99.59  | 98.24  | 96.76 | 97.00 | 93.80  | 92.08   | 88.18  | 88.36 | 84.51 | 69.95 | 77.77 |
+| italian-markit-ud-2.10-220711             | Gold tokenization | —      | —      | 97.15 | 97.40 | 94.10  | 92.35   | 88.54  | 89.13 | 85.26 | 70.51 | 78.46 |
+| italian-partut-ud-2.10-220711             | Raw text          | 99.73  | 100.00 | 98.43 | 98.43 | 98.35  | 97.61   | 98.68  | 96.21 | 94.18 | 87.87 | 89.09 |
+| italian-partut-ud-2.10-220711             | Gold tokenization | —      | —      | 98.54 | 98.57 | 98.49  | 97.69   | 98.93  | 96.26 | 94.15 | 87.68 | 89.07 |
+| italian-postwita-ud-2.10-220711           | Raw text          | 99.40  | 28.11  | 96.43 | 96.18 | 96.30  | 94.79   | 96.72  | 80.61 | 76.89 | 65.29 | 66.90 |
+| italian-postwita-ud-2.10-220711           | Gold tokenization | —      | —      | 97.04 | 96.82 | 96.80  | 95.29   | 97.31  | 88.34 | 84.19 | 75.32 | 77.32 |
+| italian-twittiro-ud-2.10-220711           | Raw text          | 99.14  | 39.36  | 95.92 | 95.92 | 95.07  | 93.46   | 94.50  | 82.23 | 77.79 | 64.50 | 65.42 |
+| italian-twittiro-ud-2.10-220711           | Gold tokenization | —      | —      | 96.91 | 96.61 | 96.00  | 94.15   | 95.16  | 88.07 | 83.53 | 71.89 | 72.69 |
+| italian-vit-ud-2.10-220711                | Raw text          | 99.76  | 96.73  | 98.14 | 97.39 | 97.64  | 96.21   | 98.89  | 92.08 | 89.16 | 80.93 | 83.70 |
+| italian-vit-ud-2.10-220711                | Gold tokenization | —      | —      | 98.36 | 97.71 | 97.85  | 96.53   | 99.10  | 92.88 | 89.97 | 81.91 | 84.63 |
+| japanese-gsd-ud-2.10-220711               | Raw text          | 96.17  | 100.00 | 94.93 | 94.18 | 96.16  | 93.81   | 95.05  | 87.68 | 86.85 | 80.43 | 80.78 |
+| japanese-gsd-ud-2.10-220711               | Gold tokenization | —      | —      | 98.55 | 97.50 | 99.99  | 97.13   | 98.47  | 94.73 | 93.75 | 88.50 | 88.34 |
+| japanese-gsdluw-ud-2.10-220711            | Raw text          | 95.18  | 99.72  | 93.81 | 93.54 | 95.18  | 93.46   | 93.66  | 86.22 | 85.54 | 76.27 | 76.58 |
+| japanese-gsdluw-ud-2.10-220711            | Gold tokenization | —      | —      | 98.36 | 98.05 | 100.00 | 97.93   | 97.89  | 95.23 | 94.18 | 86.38 | 85.19 |
+| korean-kaist-ud-2.10-220711               | Raw text          | 100.00 | 100.00 | 95.88 | 87.74 | —      | 87.56   | 94.17  | 89.33 | 87.47 | 82.15 | 80.14 |
+| korean-kaist-ud-2.10-220711               | Gold tokenization | —      | —      | 95.88 | 87.74 | —      | 87.56   | 94.17  | 89.33 | 87.47 | 82.15 | 80.14 |
+| korean-gsd-ud-2.10-220711                 | Raw text          | 99.87  | 93.93  | 96.57 | 90.27 | 99.67  | 88.02   | 93.57  | 88.54 | 84.91 | 80.73 | 77.23 |
+| korean-gsd-ud-2.10-220711                 | Gold tokenization | —      | —      | 96.73 | 90.43 | 99.80  | 88.20   | 93.69  | 89.27 | 85.61 | 81.45 | 77.93 |
+| latin-ittb-ud-2.10-220711                 | Raw text          | 99.99  | 91.21  | 98.91 | 96.58 | 96.75  | 95.19   | 99.18  | 90.53 | 88.53 | 82.07 | 86.07 |
+| latin-ittb-ud-2.10-220711                 | Gold tokenization | —      | —      | 98.92 | 96.57 | 96.78  | 95.20   | 99.18  | 91.50 | 89.51 | 82.63 | 86.59 |
+| latin-llct-ud-2.10-220711                 | Raw text          | 100.00 | 99.49  | 99.68 | 97.14 | 97.26  | 96.89   | 97.78  | 95.55 | 94.56 | 89.80 | 90.95 |
+| latin-llct-ud-2.10-220711                 | Gold tokenization | —      | —      | 99.68 | 97.15 | 97.27  | 96.90   | 97.78  | 95.55 | 94.57 | 89.81 | 90.97 |
+| latin-perseus-ud-2.10-220711              | Raw text          | 100.00 | 98.46  | 91.83 | 80.66 | 86.12  | 78.56   | 88.13  | 77.98 | 68.59 | 52.30 | 55.51 |
+| latin-perseus-ud-2.10-220711              | Gold tokenization | —      | —      | 91.85 | 80.66 | 86.12  | 78.55   | 88.16  | 78.14 | 68.71 | 52.39 | 55.58 |
+| latin-proiel-ud-2.10-220711               | Raw text          | 99.87  | 36.81  | 96.69 | 96.87 | 90.56  | 89.54   | 96.21  | 74.07 | 69.56 | 56.74 | 63.93 |
+| latin-proiel-ud-2.10-220711               | Gold tokenization | —      | —      | 97.12 | 97.32 | 91.19  | 90.27   | 96.44  | 83.20 | 78.50 | 66.34 | 73.00 |
+| latin-udante-ud-2.10-220711               | Raw text          | 99.61  | 98.81  | 90.58 | 75.59 | 81.31  | 71.62   | 87.25  | 75.26 | 67.81 | 43.95 | 50.36 |
+| latin-udante-ud-2.10-220711               | Gold tokenization | —      | —      | 90.82 | 75.70 | 81.53  | 71.70   | 87.44  | 75.50 | 67.97 | 44.08 | 50.51 |
+| latvian-lvtb-ud-2.10-220711               | Raw text          | 99.31  | 97.83  | 96.51 | 89.83 | 93.86  | 89.08   | 95.92  | 88.75 | 85.79 | 76.04 | 80.25 |
+| latvian-lvtb-ud-2.10-220711               | Gold tokenization | —      | —      | 97.14 | 90.43 | 94.50  | 89.67   | 96.55  | 89.84 | 86.82 | 77.09 | 81.31 |
+| lithuanian-alksnis-ud-2.10-220711         | Raw text          | 99.91  | 87.87  | 95.94 | 90.44 | 91.03  | 89.52   | 93.60  | 82.45 | 78.64 | 67.97 | 71.37 |
+| lithuanian-alksnis-ud-2.10-220711         | Gold tokenization | —      | —      | 96.04 | 90.52 | 91.16  | 89.63   | 93.69  | 83.70 | 79.88 | 68.98 | 72.36 |
+| lithuanian-hse-ud-2.10-220711             | Raw text          | 97.30  | 97.30  | 89.28 | 90.21 | 83.13  | 78.38   | 88.16  | 70.27 | 61.79 | 45.67 | 54.04 |
+| lithuanian-hse-ud-2.10-220711             | Gold tokenization | —      | —      | 91.23 | 92.36 | 85.19  | 80.09   | 90.57  | 73.96 | 64.53 | 47.54 | 56.10 |
+| maltese-mudt-ud-2.10-220711               | Raw text          | 99.84  | 86.29  | 95.80 | 95.79 | —      | 95.35   | —      | 84.96 | 80.07 | 68.98 | 72.86 |
+| maltese-mudt-ud-2.10-220711               | Gold tokenization | —      | —      | 95.95 | 95.92 | —      | 95.48   | —      | 85.65 | 80.70 | 69.40 | 73.33 |
+| marathi-ufal-ud-2.10-220711               | Raw text          | 90.25  | 92.63  | 76.50 | —     | 65.25  | 60.75   | 80.75  | 60.75 | 50.75 | 28.39 | 38.00 |
+| marathi-ufal-ud-2.10-220711               | Gold tokenization | —      | —      | 82.52 | —     | 67.96  | 62.86   | 80.83  | 68.93 | 58.50 | 29.46 | 38.17 |
+| naija-nsc-ud-2.10-220711                  | Raw text          | 99.94  | 100.00 | 98.03 | —     | 98.94  | 97.53   | 99.32  | 93.65 | 90.99 | 88.13 | 89.60 |
+| naija-nsc-ud-2.10-220711                  | Gold tokenization | —      | —      | 98.08 | —     | 99.00  | 97.58   | 99.38  | 93.75 | 91.08 | 88.21 | 89.68 |
+| north_sami-giella-ud-2.10-220711          | Raw text          | 99.87  | 98.79  | 91.77 | 93.54 | 89.30  | 85.36   | 87.01  | 75.16 | 70.43 | 59.76 | 58.27 |
+| north_sami-giella-ud-2.10-220711          | Gold tokenization | —      | —      | 91.91 | 93.67 | 89.45  | 85.52   | 87.13  | 75.47 | 70.76 | 60.05 | 58.56 |
+| norwegian-bokmaal-ud-2.10-220711          | Raw text          | 99.77  | 96.05  | 98.35 | —     | 97.43  | 96.82   | 98.57  | 93.62 | 92.16 | 86.91 | 88.74 |
+| norwegian-bokmaal-ud-2.10-220711          | Gold tokenization | —      | —      | 98.61 | —     | 97.68  | 97.07   | 98.82  | 94.40 | 92.91 | 87.59 | 89.43 |
+| norwegian-nynorsk-ud-2.10-220711          | Raw text          | 99.93  | 94.17  | 98.24 | —     | 97.34  | 96.55   | 98.40  | 93.89 | 92.18 | 86.03 | 88.36 |
+| norwegian-nynorsk-ud-2.10-220711          | Gold tokenization | —      | —      | 98.41 | —     | 97.50  | 96.73   | 98.53  | 94.63 | 92.93 | 86.93 | 89.20 |
+| norwegian-nynorsklia-ud-2.10-220711       | Raw text          | 99.91  | 99.53  | 96.61 | —     | 95.71  | 93.75   | 98.05  | 81.18 | 76.61 | 66.01 | 69.68 |
+| norwegian-nynorsklia-ud-2.10-220711       | Gold tokenization | —      | —      | 96.72 | —     | 95.80  | 93.85   | 98.14  | 81.42 | 76.84 | 66.23 | 69.90 |
+| old_church_slavonic-proiel-ud-2.10-220711 | Raw text          | 100.00 | 41.43  | 96.72 | 96.90 | 90.37  | 89.19   | 93.13  | 77.71 | 73.92 | 63.82 | 68.87 |
+| old_church_slavonic-proiel-ud-2.10-220711 | Gold tokenization | —      | —      | 97.08 | 97.28 | 91.06  | 89.93   | 93.14  | 88.30 | 84.18 | 74.01 | 77.39 |
+| old_french-srcmf-ud-2.10-220711           | Raw text          | 99.70  | 100.00 | 96.68 | 96.50 | 97.70  | 95.72   | 99.65  | 91.17 | 87.38 | 80.76 | 84.40 |
+| old_french-srcmf-ud-2.10-220711           | Gold tokenization | —      | —      | 96.99 | 96.82 | 98.01  | 96.03   | 99.95  | 91.58 | 87.82 | 81.20 | 84.85 |
+| old_russian-torot-ud-2.10-220711          | Raw text          | 100.00 | 29.60  | 94.39 | 94.70 | 87.56  | 85.23   | 85.92  | 71.00 | 65.32 | 51.64 | 53.64 |
+| old_russian-torot-ud-2.10-220711          | Gold tokenization | —      | —      | 95.06 | 95.29 | 88.50  | 86.60   | 85.96  | 83.30 | 77.24 | 64.09 | 62.94 |
+| old_russian-rnc-ud-2.10-220711            | Raw text          | 97.48  | 84.03  | 90.94 | 86.55 | 76.51  | 67.15   | 75.31  | 61.28 | 55.93 | 33.24 | 34.04 |
+| old_russian-rnc-ud-2.10-220711            | Gold tokenization | —      | —      | 93.29 | 88.93 | 78.48  | 68.86   | 76.77  | 67.13 | 61.08 | 37.15 | 37.24 |
+| old_east_slavic-birchbark-ud-2.10-220711  | Raw text          | 99.98  | 16.73  | 89.24 | 99.35 | 76.11  | 72.43   | 65.88  | 63.41 | 56.50 | 32.53 | 27.14 |
+| old_east_slavic-birchbark-ud-2.10-220711  | Gold tokenization | —      | —      | 89.37 | 99.37 | 76.54  | 72.82   | 66.05  | 76.31 | 69.00 | 41.63 | 33.60 |
+| persian-perdt-ud-2.10-220711              | Raw text          | 99.66  | 99.83  | 97.48 | 97.36 | 97.61  | 95.60   | 98.88  | 93.63 | 91.42 | 86.18 | 88.66 |
+| persian-perdt-ud-2.10-220711              | Gold tokenization | —      | —      | 97.78 | 97.65 | 97.90  | 95.89   | 99.19  | 94.18 | 91.95 | 86.72 | 89.23 |
+| persian-seraji-ud-2.10-220711             | Raw text          | 99.65  | 98.75  | 97.91 | 97.94 | 97.95  | 97.48   | 96.52  | 91.68 | 88.84 | 84.21 | 82.83 |
+| persian-seraji-ud-2.10-220711             | Gold tokenization | —      | —      | 98.24 | 98.28 | 98.28  | 97.78   | 96.80  | 92.36 | 89.48 | 84.82 | 83.40 |
+| polish-pdb-ud-2.10-220711                 | Raw text          | 99.85  | 97.33  | 98.89 | 95.89 | 96.11  | 95.26   | 98.10  | 94.22 | 92.19 | 85.44 | 88.36 |
+| polish-pdb-ud-2.10-220711                 | Gold tokenization | —      | —      | 99.05 | 96.03 | 96.24  | 95.40   | 98.24  | 94.72 | 92.69 | 85.83 | 88.78 |
+| polish-lfg-ud-2.10-220711                 | Raw text          | 99.85  | 99.65  | 99.00 | 96.08 | 96.57  | 95.16   | 98.24  | 96.86 | 95.51 | 89.80 | 92.34 |
+| polish-lfg-ud-2.10-220711                 | Gold tokenization | —      | —      | 99.17 | 96.25 | 96.74  | 95.33   | 98.38  | 97.25 | 95.89 | 90.19 | 92.66 |
+| pomak-philotis-ud-2.10-220711             | Raw text          | 99.98  | 94.49  | 98.86 | —     | 95.62  | 95.30   | 96.67  | 88.24 | 83.26 | 71.19 | 74.14 |
+| pomak-philotis-ud-2.10-220711             | Gold tokenization | —      | —      | 98.90 | —     | 95.65  | 95.33   | 96.69  | 88.68 | 83.75 | 71.48 | 74.42 |
+| portuguese-gsd-ud-2.10-220711             | Raw text          | 99.87  | 97.28  | 98.51 | 98.51 | 99.74  | 98.41   | 99.27  | 94.50 | 93.41 | 88.76 | 89.96 |
+| portuguese-gsd-ud-2.10-220711             | Gold tokenization | —      | —      | 98.65 | 98.64 | 99.89  | 98.55   | 99.40  | 94.90 | 93.81 | 89.23 | 90.36 |
+| portuguese-bosque-ud-2.10-220711          | Raw text          | 99.68  | 89.89  | 97.87 | —     | 96.95  | 96.00   | 98.35  | 92.35 | 90.07 | 81.38 | 84.69 |
+| portuguese-bosque-ud-2.10-220711          | Gold tokenization | —      | —      | 98.22 | —     | 97.23  | 96.28   | 98.66  | 93.50 | 91.16 | 82.47 | 85.87 |
+| romanian-nonstandard-ud-2.10-220711       | Raw text          | 98.83  | 96.77  | 96.18 | 91.87 | 90.53  | 89.18   | 94.90  | 88.85 | 84.82 | 68.21 | 76.36 |
+| romanian-nonstandard-ud-2.10-220711       | Gold tokenization | —      | —      | 97.30 | 92.86 | 91.49  | 90.10   | 95.99  | 90.57 | 86.50 | 69.69 | 77.68 |
+| romanian-rrt-ud-2.10-220711               | Raw text          | 99.71  | 95.16  | 97.90 | 97.21 | 97.40  | 96.98   | 97.96  | 91.97 | 88.44 | 81.66 | 83.13 |
+| romanian-rrt-ud-2.10-220711               | Gold tokenization | —      | —      | 98.19 | 97.45 | 97.65  | 97.22   | 98.22  | 92.72 | 89.13 | 82.15 | 83.70 |
+| romanian-simonero-ud-2.10-220711          | Raw text          | 99.84  | 100.00 | 98.45 | 97.97 | 97.56  | 97.25   | 98.91  | 94.08 | 92.13 | 85.52 | 88.32 |
+| romanian-simonero-ud-2.10-220711          | Gold tokenization | —      | —      | 98.61 | 98.12 | 97.70  | 97.40   | 99.07  | 94.42 | 92.45 | 85.81 | 88.62 |
+| russian-syntagrus-ud-2.10-220711          | Raw text          | 99.67  | 98.31  | 98.46 | —     | 93.96  | 93.71   | 98.18  | 93.84 | 91.70 | 82.72 | 88.90 |
+| russian-syntagrus-ud-2.10-220711          | Gold tokenization | —      | —      | 98.79 | —     | 94.28  | 94.03   | 98.46  | 94.56 | 92.39 | 83.28 | 89.44 |
+| russian-gsd-ud-2.10-220711                | Raw text          | 99.50  | 96.49  | 98.11 | 97.55 | 94.71  | 93.61   | 97.01  | 91.44 | 88.55 | 81.04 | 84.62 |
+| russian-gsd-ud-2.10-220711                | Gold tokenization | —      | —      | 98.58 | 97.98 | 95.17  | 94.01   | 97.43  | 92.67 | 89.69 | 82.00 | 85.65 |
+| russian-taiga-ud-2.10-220711              | Raw text          | 98.12  | 86.33  | 95.65 | —     | 93.13  | 92.06   | 94.73  | 83.08 | 79.57 | 70.60 | 73.88 |
+| russian-taiga-ud-2.10-220711              | Gold tokenization | —      | —      | 97.34 | —     | 94.90  | 93.72   | 96.37  | 85.64 | 81.92 | 72.82 | 76.10 |
+| sanskrit-vedic-ud-2.10-220711             | Raw text          | 100.00 | 27.18  | 89.16 | —     | 81.61  | 76.76   | 87.05  | 60.92 | 50.04 | 41.66 | 44.99 |
+| sanskrit-vedic-ud-2.10-220711             | Gold tokenization | —      | —      | 89.97 | —     | 83.02  | 78.34   | 87.34  | 73.74 | 62.01 | 52.00 | 55.41 |
+| scottish_gaelic-arcosg-ud-2.10-220711     | Raw text          | 97.47  | 60.89  | 93.78 | 89.29 | 90.91  | 88.21   | 95.08  | 81.24 | 75.60 | 62.73 | 69.22 |
+| scottish_gaelic-arcosg-ud-2.10-220711     | Gold tokenization | —      | —      | 96.62 | 92.24 | 94.02  | 91.39   | 97.59  | 87.33 | 81.65 | 69.25 | 75.23 |
+| serbian-set-ud-2.10-220711                | Raw text          | 99.99  | 93.00  | 99.09 | 96.00 | 96.21  | 95.75   | 97.76  | 93.63 | 91.20 | 83.76 | 87.00 |
+| serbian-set-ud-2.10-220711                | Gold tokenization | —      | —      | 99.13 | 96.01 | 96.20  | 95.75   | 97.78  | 94.26 | 91.80 | 84.32 | 87.60 |
+| slovak-snk-ud-2.10-220711                 | Raw text          | 100.00 | 81.69  | 97.65 | 90.35 | 93.50  | 89.56   | 96.46  | 91.39 | 89.65 | 80.43 | 84.44 |
+| slovak-snk-ud-2.10-220711                 | Gold tokenization | —      | —      | 97.88 | 90.55 | 93.69  | 89.80   | 96.50  | 93.91 | 92.08 | 82.89 | 86.95 |
+| slovenian-ssj-ud-2.10-220711              | Raw text          | 99.94  | 98.95  | 98.97 | 96.97 | 97.15  | 96.63   | 98.58  | 93.99 | 92.60 | 86.83 | 88.91 |
+| slovenian-ssj-ud-2.10-220711              | Gold tokenization | —      | —      | 99.03 | 97.02 | 97.23  | 96.69   | 98.63  | 94.15 | 92.76 | 86.99 | 89.02 |
+| slovenian-sst-ud-2.10-220711              | Raw text          | 99.85  | 23.14  | 94.82 | 92.71 | 92.43  | 89.84   | 97.38  | 65.69 | 60.84 | 50.88 | 54.78 |
+| slovenian-sst-ud-2.10-220711              | Gold tokenization | —      | —      | 95.62 | 93.09 | 92.84  | 90.89   | 97.56  | 78.39 | 73.07 | 63.39 | 68.33 |
+| spanish-ancora-ud-2.10-220711             | Raw text          | 99.95  | 98.78  | 99.06 | 96.02 | 98.74  | 95.59   | 99.37  | 93.70 | 91.79 | 86.41 | 87.88 |
+| spanish-ancora-ud-2.10-220711             | Gold tokenization | —      | —      | 99.11 | 96.07 | 98.79  | 95.63   | 99.42  | 93.88 | 91.97 | 86.59 | 88.04 |
+| spanish-gsd-ud-2.10-220711                | Raw text          | 99.75  | 95.62  | 97.15 | —     | 96.94  | 95.27   | 98.72  | 91.87 | 89.57 | 78.63 | 84.25 |
+| spanish-gsd-ud-2.10-220711                | Gold tokenization | —      | —      | 97.39 | —     | 97.19  | 95.53   | 98.97  | 92.66 | 90.32 | 79.43 | 85.04 |
+| swedish-talbanken-ud-2.10-220711          | Raw text          | 99.84  | 96.53  | 98.44 | 97.33 | 97.32  | 96.51   | 98.15  | 92.23 | 89.85 | 83.92 | 85.97 |
+| swedish-talbanken-ud-2.10-220711          | Gold tokenization | —      | —      | 98.61 | 97.52 | 97.51  | 96.72   | 98.32  | 92.68 | 90.30 | 84.48 | 86.54 |
+| swedish-lines-ud-2.10-220711              | Raw text          | 99.96  | 88.00  | 97.66 | 95.51 | 90.84  | 88.14   | 97.72  | 90.60 | 87.38 | 71.82 | 82.17 |
+| swedish-lines-ud-2.10-220711              | Gold tokenization | —      | —      | 97.73 | 95.52 | 90.87  | 88.15   | 97.76  | 91.44 | 88.19 | 72.50 | 82.95 |
+| tamil-ttb-ud-2.10-220711                  | Raw text          | 94.26  | 97.52  | 84.29 | 83.18 | 84.64  | 78.22   | 89.45  | 70.43 | 61.88 | 50.61 | 55.39 |
+| tamil-ttb-ud-2.10-220711                  | Gold tokenization | —      | —      | 89.29 | 87.78 | 89.99  | 82.70   | 94.42  | 78.13 | 68.78 | 56.87 | 61.48 |
+| telugu-mtg-ud-2.10-220711                 | Raw text          | 99.58  | 96.62  | 93.63 | 93.63 | 98.61  | 93.49   | —      | 90.72 | 84.63 | 77.14 | 81.14 |
+| telugu-mtg-ud-2.10-220711                 | Gold tokenization | —      | —      | 94.04 | 94.04 | 99.03  | 93.90   | —      | 91.68 | 85.58 | 77.98 | 81.98 |
+| turkish-boun-ud-2.10-220711               | Raw text          | 98.83  | 86.93  | 91.56 | 92.51 | 91.72  | 86.56   | 93.23  | 78.48 | 72.40 | 59.77 | 65.11 |
+| turkish-boun-ud-2.10-220711               | Gold tokenization | —      | —      | 92.53 | 93.47 | 92.67  | 87.31   | 94.26  | 81.07 | 74.73 | 61.33 | 66.92 |
+| turkish-atis-ud-2.10-220711               | Raw text          | 100.00 | 80.20  | 98.96 | —     | 98.46  | 98.25   | 99.15  | 89.22 | 87.49 | 85.12 | 86.08 |
+| turkish-atis-ud-2.10-220711               | Gold tokenization | —      | —      | 99.02 | —     | 98.52  | 98.32   | 99.13  | 91.11 | 89.30 | 86.98 | 87.93 |
+| turkish-framenet-ud-2.10-220711           | Raw text          | 100.00 | 100.00 | 96.86 | —     | 94.89  | 94.21   | 96.66  | 93.39 | 84.25 | 73.98 | 77.64 |
+| turkish-framenet-ud-2.10-220711           | Gold tokenization | —      | —      | 96.86 | —     | 94.89  | 94.21   | 96.66  | 93.39 | 84.25 | 73.98 | 77.64 |
+| turkish-imst-ud-2.10-220711               | Raw text          | 98.30  | 96.97  | 94.38 | 93.98 | 90.92  | 88.60   | 94.54  | 74.73 | 69.04 | 58.25 | 63.10 |
+| turkish-imst-ud-2.10-220711               | Gold tokenization | —      | —      | 95.94 | 95.49 | 92.40  | 89.97   | 96.13  | 78.07 | 72.09 | 60.26 | 65.33 |
+| turkish-kenet-ud-2.10-220711              | Raw text          | 100.00 | 98.12  | 93.71 | —     | 92.05  | 90.86   | 93.33  | 83.91 | 71.18 | 61.81 | 64.77 |
+| turkish-kenet-ud-2.10-220711              | Gold tokenization | —      | —      | 93.72 | —     | 92.06  | 90.87   | 93.33  | 84.07 | 71.29 | 61.92 | 64.89 |
+| turkish-penn-ud-2.10-220711               | Raw text          | 99.34  | 80.59  | 95.60 | —     | 94.41  | 93.33   | 94.36  | 84.22 | 71.67 | 62.21 | 64.53 |
+| turkish-penn-ud-2.10-220711               | Gold tokenization | —      | —      | 96.30 | —     | 95.11  | 94.02   | 95.01  | 86.76 | 73.91 | 63.63 | 66.02 |
+| turkish-tourism-ud-2.10-220711            | Raw text          | 99.96  | 99.86  | 98.80 | —     | 95.08  | 94.67   | 98.36  | 97.20 | 91.52 | 81.98 | 87.38 |
+| turkish-tourism-ud-2.10-220711            | Gold tokenization | —      | —      | 98.85 | —     | 95.12  | 94.73   | 98.40  | 97.25 | 91.58 | 82.04 | 87.45 |
+| turkish_german-sagt-ud-2.10-220711        | Raw text          | 98.91  | 99.44  | 90.21 | —     | 80.32  | 75.60   | 90.82  | 71.14 | 60.98 | 41.12 | 51.00 |
+| turkish_german-sagt-ud-2.10-220711        | Gold tokenization | —      | —      | 91.09 | —     | 80.89  | 76.08   | 91.52  | 72.69 | 62.06 | 41.64 | 51.71 |
+| ukrainian-iu-ud-2.10-220711               | Raw text          | 99.81  | 96.61  | 97.90 | 94.35 | 94.18  | 93.12   | 97.34  | 90.61 | 88.27 | 78.92 | 83.01 |
+| ukrainian-iu-ud-2.10-220711               | Gold tokenization | —      | —      | 98.08 | 94.54 | 94.34  | 93.29   | 97.53  | 91.12 | 88.72 | 79.21 | 83.36 |
+| urdu-udtb-ud-2.10-220711                  | Raw text          | 100.00 | 98.31  | 93.91 | 92.15 | 82.83  | 78.40   | 97.41  | 88.15 | 82.49 | 56.62 | 74.68 |
+| urdu-udtb-ud-2.10-220711                  | Gold tokenization | —      | —      | 93.93 | 92.17 | 82.86  | 78.43   | 97.41  | 88.23 | 82.58 | 56.67 | 74.77 |
+| uyghur-udt-ud-2.10-220711                 | Raw text          | 99.54  | 81.81  | 89.33 | 91.75 | 88.12  | 79.98   | 94.67  | 76.66 | 64.87 | 46.84 | 55.29 |
+| uyghur-udt-ud-2.10-220711                 | Gold tokenization | —      | —      | 89.71 | 92.30 | 88.59  | 80.50   | 95.14  | 78.38 | 66.49 | 47.83 | 56.56 |
+| vietnamese-vtb-ud-2.10-220711             | Raw text          | 85.37  | 93.46  | 78.21 | 76.76 | 85.12  | 76.57   | 85.16  | 52.68 | 47.84 | 41.55 | 44.29 |
+| vietnamese-vtb-ud-2.10-220711             | Gold tokenization | —      | —      | 90.36 | 88.55 | 99.72  | 88.32   | 99.59  | 72.88 | 65.41 | 58.76 | 62.51 |
+| welsh-ccg-ud-2.10-220711                  | Raw text          | 99.42  | 97.37  | 95.33 | 94.40 | 89.82  | 87.61   | 93.93  | 86.61 | 80.67 | 63.31 | 69.02 |
+| welsh-ccg-ud-2.10-220711                  | Gold tokenization | —      | —      | 95.84 | 94.87 | 90.31  | 88.07   | 94.44  | 87.85 | 81.83 | 64.36 | 70.21 |
+| western_armenian-armtdp-ud-2.10-220711    | Raw text          | 99.89  | 98.68  | 96.82 | —     | 92.51  | 91.83   | 97.14  | 89.39 | 84.66 | 69.84 | 76.01 |
+| western_armenian-armtdp-ud-2.10-220711    | Gold tokenization | —      | —      | 96.90 | —     | 92.60  | 91.93   | 97.22  | 89.64 | 84.89 | 70.07 | 76.23 |
+| wolof-wtb-ud-2.10-220711                  | Raw text          | 99.23  | 91.95  | 94.20 | 94.15 | 93.50  | 91.41   | 95.20  | 84.15 | 78.69 | 66.75 | 70.23 |
+| wolof-wtb-ud-2.10-220711                  | Gold tokenization | —      | —      | 95.17 | 95.07 | 94.32  | 92.31   | 95.96  | 86.27 | 80.75 | 68.70 | 72.06 |

udpipe2/docs/models_ud212.md

@@ -0,0 +1,324 @@
+## Universal Dependencies 2.12 Models #universal_dependencies_212_models
+
+Universal Dependencies 2.12 Models are distributed under the
+[CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
+The models are based solely on [Universal Dependencies
+2.12](http://hdl.handle.net/11234/1-5150) treebanks, and additionally
+use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+and [RobeCzech](https://huggingface.co/ufal/robeczech-base).
+
+The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
+
+### Download
+
+The latest version 230717 of the Universal Dependencies 2.12 models
+can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-5200).
+
+The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
+
+### Acknowledgements #universal_dependencies_212_models_acknowledgements
+
+This work has been supported by the Ministry of Education, Youth and Sports of
+the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
+
+The models were trained on [Universal Dependencies 2.12](https://hdl.handle.net/11234/1-5150) treebanks.
+
+For the UD treebanks which do not contain original plain text version,
+raw text is used to train the tokenizer instead. The plain texts
+were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
+
+Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+and [RobeCzech](https://huggingface.co/ufal/robeczech-base) are used to provide
+contextualized word embeddings.
+
+### Publications
+
+- Milan Straka, Jakub Náplava, Jana Straková, David Samuel (2020): [RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model](https://doi.org/10.1007/978-3-030-83527-9_17). In: Text, Speech, and Dialogue. TSD 2021. Lecture Notes in Computer Science, vol 12848. Springer, Cham.
+- Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
+- Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
+
+### Model Description
+
+The Universal Dependencies 2.12 models contain 131 models of 72 languages, each
+consisting of a tokenizer, tagger, lemmatizer and dependency parser, all trained
+using the UD data. We used the original train-dev-test split, but for treebanks
+with only train and no dev data we used last 10% of the train data as dev data.
+We produce models only for treebanks with at least 1000 training words.
+
+The tokenizer is trained using the `SpaceAfter=No` features. If the features
+are not present in the data, they can be filled in using raw text in the
+language in question.
+
+The tagger, lemmatizer and parser are trained using gold UD data.
+
+### Model Performance
+
+We present the tokenizer, tagger, lemmatizer and parser performance, measured on
+the testing portion of the data, evaluated both on the raw text and using the
+gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
+script.
+
+| Model                                         | Mode              | Words  | Sents  | UPOS  | XPOS  | UFeats | AllTags | Lemma  | UAS   | LAS   | MLAS  | BLEX  |
+|:----------------------------------------------|:------------------|-------:|-------:|------:|------:|-------:|--------:|-------:|------:|------:|------:|------:|
+| afrikaans-afribooms-ud-2.12-230717            | Raw text          | 99.94  | 99.65  | 98.65 | 95.80 | 98.35  | 95.62   | 98.29  | 90.41 | 87.46 | 78.92 | 79.72 |
+| afrikaans-afribooms-ud-2.12-230717            | Gold tokenization | —      | —      | 98.71 | 95.85 | 98.41  | 95.67   | 98.33  | 90.58 | 87.63 | 79.08 | 79.85 |
+| ancient_greek-proiel-ud-2.12-230717           | Raw text          | 99.98  | 49.19  | 97.63 | 97.93 | 92.13  | 90.72   | 94.76  | 81.74 | 77.92 | 61.96 | 66.22 |
+| ancient_greek-proiel-ud-2.12-230717           | Gold tokenization | —      | —      | 97.87 | 98.14 | 92.58  | 91.30   | 94.82  | 86.59 | 82.72 | 68.31 | 72.13 |
+| ancient_greek-perseus-ud-2.12-230717          | Raw text          | 99.97  | 98.85  | 92.98 | 85.76 | 91.42  | 84.89   | 86.72  | 80.13 | 74.55 | 54.46 | 55.76 |
+| ancient_greek-perseus-ud-2.12-230717          | Gold tokenization | —      | —      | 93.02 | 85.78 | 91.44  | 84.91   | 86.74  | 80.30 | 74.71 | 54.56 | 55.87 |
+| ancient_hebrew-ptnk-ud-2.12-230717            | Raw text          | 71.14  | 98.06  | 69.03 | 69.17 | 67.09  | 66.13   | 67.47  | 48.21 | 46.75 | 31.14 | 32.42 |
+| ancient_hebrew-ptnk-ud-2.12-230717            | Gold tokenization | —      | —      | 96.70 | 96.86 | 90.36  | 89.22   | 96.60  | 91.29 | 87.61 | 68.26 | 76.48 |
+| arabic-padt-ud-2.12-230717                    | Raw text          | 94.58  | 82.09  | 91.67 | 89.00 | 89.12  | 88.65   | 90.34  | 78.87 | 74.83 | 66.04 | 68.16 |
+| arabic-padt-ud-2.12-230717                    | Gold tokenization | —      | —      | 96.96 | 94.34 | 94.50  | 94.01   | 95.20  | 88.24 | 83.65 | 74.73 | 76.32 |
+| armenian-armtdp-ud-2.12-230717                | Raw text          | 99.28  | 95.70  | 96.29 | —     | 91.22  | 90.21   | 94.93  | 86.55 | 81.73 | 68.65 | 73.67 |
+| armenian-armtdp-ud-2.12-230717                | Gold tokenization | —      | —      | 96.86 | —     | 91.86  | 90.71   | 95.54  | 88.21 | 83.30 | 69.30 | 74.60 |
+| armenian-bsut-ud-2.12-230717                  | Raw text          | 99.79  | 98.73  | 97.38 | —     | 91.96  | 91.20   | 96.79  | 90.06 | 85.83 | 71.10 | 79.05 |
+| armenian-bsut-ud-2.12-230717                  | Gold tokenization | —      | —      | 97.60 | —     | 92.16  | 91.41   | 96.99  | 90.62 | 86.38 | 71.65 | 79.57 |
+| basque-bdt-ud-2.12-230717                     | Raw text          | 99.94  | 99.83  | 96.33 | —     | 93.32  | 91.44   | 96.38  | 87.81 | 84.80 | 74.93 | 79.49 |
+| basque-bdt-ud-2.12-230717                     | Gold tokenization | —      | —      | 96.39 | —     | 93.37  | 91.48   | 96.41  | 87.88 | 84.86 | 74.97 | 79.52 |
+| belarusian-hse-ud-2.12-230717                 | Raw text          | 99.37  | 86.58  | 98.21 | 97.59 | 94.52  | 93.57   | 93.25  | 87.32 | 85.41 | 76.98 | 76.66 |
+| belarusian-hse-ud-2.12-230717                 | Gold tokenization | —      | —      | 98.81 | 98.16 | 95.10  | 94.13   | 93.82  | 89.79 | 87.60 | 78.81 | 78.42 |
+| bulgarian-btb-ud-2.12-230717                  | Raw text          | 99.91  | 94.17  | 99.20 | 97.25 | 97.96  | 96.87   | 98.01  | 94.41 | 91.71 | 85.92 | 86.61 |
+| bulgarian-btb-ud-2.12-230717                  | Gold tokenization | —      | —      | 99.33 | 97.37 | 98.09  | 96.99   | 98.09  | 95.22 | 92.48 | 86.61 | 87.35 |
+| catalan-ancora-ud-2.12-230717                 | Raw text          | 99.95  | 99.08  | 99.11 | 97.25 | 98.72  | 96.98   | 99.40  | 94.92 | 93.43 | 88.06 | 89.51 |
+| catalan-ancora-ud-2.12-230717                 | Gold tokenization | —      | —      | 99.17 | 97.36 | 98.79  | 97.09   | 99.46  | 95.08 | 93.59 | 88.27 | 89.70 |
+| chinese-gsdsimp-ud-2.12-230717                | Raw text          | 90.29  | 99.10  | 87.23 | 87.15 | 89.70  | 86.47   | 90.23  | 72.74 | 70.28 | 63.38 | 66.93 |
+| chinese-gsdsimp-ud-2.12-230717                | Gold tokenization | —      | —      | 96.10 | 96.00 | 99.43  | 95.33   | 99.93  | 87.08 | 83.97 | 78.23 | 82.55 |
+| chinese-gsd-ud-2.12-230717                    | Raw text          | 90.27  | 99.10  | 87.18 | 87.09 | 89.68  | 86.42   | 90.20  | 72.57 | 70.14 | 63.02 | 66.73 |
+| chinese-gsd-ud-2.12-230717                    | Gold tokenization | —      | —      | 96.16 | 96.05 | 99.41  | 95.38   | 99.92  | 87.18 | 84.07 | 78.07 | 82.55 |
+| classical_chinese-kyoto-ud-2.12-230717        | Raw text          | 97.94  | 46.37  | 89.68 | 88.94 | 91.59  | 86.06   | 97.51  | 71.39 | 66.13 | 62.36 | 64.70 |
+| classical_chinese-kyoto-ud-2.12-230717        | Gold tokenization | —      | —      | 93.43 | 92.14 | 94.63  | 89.89   | 99.52  | 84.71 | 79.40 | 75.55 | 78.24 |
+| coptic-scriptorium-ud-2.12-230717             | Raw text          | 75.26  | 33.63  | 73.02 | 72.92 | 73.15  | 72.08   | 73.90  | 51.82 | 50.05 | 37.34 | 39.84 |
+| coptic-scriptorium-ud-2.12-230717             | Gold tokenization | —      | —      | 97.05 | 96.91 | 97.81  | 95.90   | 97.41  | 90.46 | 87.70 | 76.41 | 79.79 |
+| croatian-set-ud-2.12-230717                   | Raw text          | 99.93  | 94.79  | 98.49 | 95.82 | 96.31  | 95.53   | 97.78  | 92.41 | 89.57 | 81.89 | 84.77 |
+| croatian-set-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.57 | 95.90 | 96.39  | 95.62   | 97.83  | 92.91 | 90.07 | 82.34 | 85.21 |
+| czech-pdt-ud-2.12-230717                      | Raw text          | 99.93  | 93.37  | 99.30 | 98.46 | 98.78  | 98.25   | 99.38  | 95.01 | 93.64 | 90.75 | 92.30 |
+| czech-pdt-ud-2.12-230717                      | Gold tokenization | —      | —      | 99.38 | 98.55 | 98.87  | 98.34   | 99.46  | 95.81 | 94.43 | 91.41 | 92.97 |
+| czech-cac-ud-2.12-230717                      | Raw text          | 99.99  | 99.68  | 99.69 | 98.25 | 98.07  | 97.74   | 99.30  | 96.20 | 94.95 | 90.84 | 93.11 |
+| czech-cac-ud-2.12-230717                      | Gold tokenization | —      | —      | 99.70 | 98.26 | 98.08  | 97.74   | 99.31  | 96.20 | 94.95 | 90.86 | 93.13 |
+| czech-cltt-ud-2.12-230717                     | Raw text          | 99.32  | 96.92  | 98.95 | 93.72 | 93.99  | 93.65   | 98.48  | 92.47 | 90.77 | 82.87 | 88.60 |
+| czech-cltt-ud-2.12-230717                     | Gold tokenization | —      | —      | 99.40 | 94.18 | 94.49  | 94.07   | 99.03  | 93.17 | 91.20 | 82.92 | 88.86 |
+| czech-fictree-ud-2.12-230717                  | Raw text          | 99.99  | 98.95  | 99.14 | 97.07 | 97.93  | 96.88   | 99.29  | 96.17 | 94.67 | 89.47 | 92.40 |
+| czech-fictree-ud-2.12-230717                  | Gold tokenization | —      | —      | 99.16 | 97.08 | 97.95  | 96.89   | 99.30  | 96.24 | 94.73 | 89.57 | 92.50 |
+| danish-ddt-ud-2.12-230717                     | Raw text          | 99.82  | 89.80  | 97.98 | —     | 97.36  | 96.60   | 97.38  | 88.60 | 86.46 | 79.10 | 81.13 |
+| danish-ddt-ud-2.12-230717                     | Gold tokenization | —      | —      | 98.17 | —     | 97.59  | 96.83   | 97.52  | 89.82 | 87.64 | 80.18 | 82.15 |
+| dutch-alpino-ud-2.12-230717                   | Raw text          | 99.75  | 89.10  | 97.77 | 96.66 | 97.68  | 96.28   | 94.91  | 92.90 | 90.52 | 83.71 | 80.13 |
+| dutch-alpino-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.02 | 96.82 | 97.89  | 96.45   | 95.16  | 94.31 | 91.90 | 85.01 | 81.32 |
+| dutch-lassysmall-ud-2.12-230717               | Raw text          | 99.77  | 74.71  | 97.33 | 96.15 | 96.86  | 95.50   | 96.18  | 90.99 | 88.49 | 80.77 | 79.51 |
+| dutch-lassysmall-ud-2.12-230717               | Gold tokenization | —      | —      | 97.67 | 96.84 | 97.49  | 96.29   | 96.51  | 94.63 | 91.91 | 85.25 | 84.07 |
+| english-ewt-ud-2.12-230717                    | Raw text          | 99.09  | 87.82  | 96.69 | 96.32 | 96.70  | 95.01   | 97.26  | 90.71 | 88.81 | 82.26 | 84.29 |
+| english-ewt-ud-2.12-230717                    | Gold tokenization | —      | —      | 97.50 | 97.17 | 97.56  | 95.84   | 98.08  | 93.03 | 91.04 | 84.70 | 86.64 |
+| english-atis-ud-2.12-230717                   | Raw text          | 99.98  | 80.49  | 99.04 | —     | 98.59  | 98.14   | 99.63  | 94.45 | 93.02 | 87.97 | 90.18 |
+| english-atis-ud-2.12-230717                   | Gold tokenization | —      | —      | 99.07 | —     | 98.65  | 98.21   | 99.64  | 96.17 | 94.59 | 90.22 | 92.42 |
+| english-eslspok-ud-2.12-230717                | Raw text          | 100.00 | 92.21  | 98.59 | 98.54 | —      | 98.10   | —      | 95.37 | 93.87 | 91.26 | 93.01 |
+| english-eslspok-ud-2.12-230717                | Gold tokenization | —      | —      | 98.68 | 98.68 | —      | 98.19   | —      | 96.20 | 94.79 | 91.98 | 93.74 |
+| english-gum-ud-2.12-230717                    | Raw text          | 99.63  | 95.72  | 98.00 | 98.04 | 97.91  | 97.02   | 98.84  | 92.87 | 90.96 | 85.35 | 87.10 |
+| english-gum-ud-2.12-230717                    | Gold tokenization | —      | —      | 98.34 | 98.39 | 98.27  | 97.36   | 99.15  | 93.72 | 91.79 | 86.11 | 87.79 |
+| english-lines-ud-2.12-230717                  | Raw text          | 99.92  | 87.45  | 97.68 | 96.86 | 97.03  | 94.48   | 98.33  | 91.32 | 88.55 | 80.61 | 83.70 |
+| english-lines-ud-2.12-230717                  | Gold tokenization | —      | —      | 97.78 | 96.95 | 97.13  | 94.58   | 98.39  | 92.18 | 89.38 | 81.36 | 84.51 |
+| english-partut-ud-2.12-230717                 | Raw text          | 99.72  | 100.00 | 97.43 | 97.29 | 96.44  | 95.41   | 98.17  | 94.24 | 92.33 | 83.28 | 87.38 |
+| english-partut-ud-2.12-230717                 | Gold tokenization | —      | —      | 97.68 | 97.54 | 96.68  | 95.69   | 98.44  | 94.42 | 92.52 | 83.71 | 87.64 |
+| erzya-jr-ud-2.12-230717                       | Raw text          | 99.18  | 94.15  | 87.94 | 87.38 | 78.90  | 73.49   | 84.89  | 72.92 | 63.24 | 41.32 | 48.34 |
+| erzya-jr-ud-2.12-230717                       | Gold tokenization | —      | —      | 88.66 | 88.07 | 79.54  | 74.02   | 85.52  | 74.08 | 64.24 | 41.90 | 48.91 |
+| estonian-edt-ud-2.12-230717                   | Raw text          | 99.94  | 92.23  | 97.67 | 98.21 | 96.42  | 95.26   | 95.45  | 88.56 | 85.96 | 80.03 | 79.59 |
+| estonian-edt-ud-2.12-230717                   | Gold tokenization | —      | —      | 97.79 | 98.26 | 96.50  | 95.38   | 95.52  | 89.43 | 86.81 | 80.81 | 80.32 |
+| estonian-ewt-ud-2.12-230717                   | Raw text          | 98.63  | 78.03  | 94.88 | 96.14 | 94.10  | 91.81   | 93.75  | 83.23 | 80.01 | 72.15 | 73.37 |
+| estonian-ewt-ud-2.12-230717                   | Gold tokenization | —      | —      | 96.22 | 97.46 | 95.35  | 93.07   | 95.00  | 87.27 | 83.71 | 74.95 | 76.20 |
+| faroese-farpahc-ud-2.12-230717                | Raw text          | 99.74  | 92.77  | 97.45 | 93.00 | 94.24  | 92.32   | 99.74  | 86.01 | 82.29 | 68.12 | 75.32 |
+| faroese-farpahc-ud-2.12-230717                | Gold tokenization | —      | —      | 97.67 | 93.17 | 94.49  | 92.53   | 100.00 | 86.96 | 83.20 | 69.20 | 76.51 |
+| finnish-tdt-ud-2.12-230717                    | Raw text          | 99.70  | 90.82  | 97.67 | 98.31 | 96.08  | 95.23   | 92.11  | 90.42 | 88.48 | 82.43 | 78.28 |
+| finnish-tdt-ud-2.12-230717                    | Gold tokenization | —      | —      | 98.00 | 98.59 | 96.39  | 95.54   | 92.39  | 91.72 | 89.75 | 83.44 | 79.26 |
+| finnish-ftb-ud-2.12-230717                    | Raw text          | 99.91  | 86.84  | 96.70 | 95.08 | 96.78  | 94.01   | 95.76  | 90.17 | 87.35 | 80.13 | 80.78 |
+| finnish-ftb-ud-2.12-230717                    | Gold tokenization | —      | —      | 97.08 | 95.29 | 96.87  | 94.35   | 95.90  | 92.40 | 89.53 | 82.71 | 83.28 |
+| french-gsd-ud-2.12-230717                     | Raw text          | 98.84  | 94.93  | 97.33 | —     | 97.25  | 96.57   | 97.72  | 93.15 | 91.20 | 84.70 | 86.92 |
+| french-gsd-ud-2.12-230717                     | Gold tokenization | —      | —      | 98.48 | —     | 98.32  | 97.65   | 98.85  | 94.94 | 93.11 | 86.58 | 88.24 |
+| french-parisstories-ud-2.12-230717            | Raw text          | 99.73  | 93.08  | 97.20 | —     | 93.07  | 91.20   | 98.02  | 79.94 | 76.66 | 62.32 | 71.73 |
+| french-parisstories-ud-2.12-230717            | Gold tokenization | —      | —      | 97.48 | —     | 93.30  | 91.45   | 98.26  | 81.17 | 77.85 | 63.20 | 72.63 |
+| french-partut-ud-2.12-230717                  | Raw text          | 99.42  | 98.64  | 97.43 | 96.97 | 95.28  | 94.51   | 97.89  | 94.44 | 92.83 | 82.58 | 87.48 |
+| french-partut-ud-2.12-230717                  | Gold tokenization | —      | —      | 98.12 | 97.62 | 95.89  | 95.12   | 98.50  | 95.35 | 93.89 | 83.73 | 88.49 |
+| french-rhapsodie-ud-2.12-230717               | Raw text          | 99.16  | 99.82  | 97.31 | 97.37 | 96.16  | 93.38   | 98.19  | 88.06 | 84.92 | 75.51 | 80.31 |
+| french-rhapsodie-ud-2.12-230717               | Gold tokenization | —      | —      | 98.19 | 98.11 | 97.02  | 94.15   | 99.00  | 89.33 | 86.14 | 76.49 | 80.94 |
+| french-sequoia-ud-2.12-230717                 | Raw text          | 99.15  | 89.53  | 98.40 | —     | 97.19  | 96.84   | 98.30  | 94.06 | 92.75 | 86.39 | 89.39 |
+| french-sequoia-ud-2.12-230717                 | Gold tokenization | —      | —      | 99.25 | —     | 98.01  | 97.63   | 99.14  | 95.63 | 94.37 | 88.23 | 90.53 |
+| galician-treegal-ud-2.12-230717               | Raw text          | 98.74  | 87.99  | 95.93 | 93.63 | 94.83  | 92.83   | 96.76  | 83.46 | 79.60 | 67.95 | 71.94 |
+| galician-treegal-ud-2.12-230717               | Gold tokenization | —      | —      | 97.19 | 94.72 | 95.89  | 93.88   | 97.90  | 86.99 | 82.78 | 71.43 | 75.90 |
+| galician-ctg-ud-2.12-230717                   | Raw text          | 99.22  | 97.22  | 97.24 | 97.07 | 99.05  | 96.65   | 98.12  | 85.14 | 82.72 | 71.07 | 75.57 |
+| galician-ctg-ud-2.12-230717                   | Gold tokenization | —      | —      | 97.97 | 97.79 | 99.83  | 97.35   | 98.86  | 86.86 | 84.31 | 73.03 | 77.52 |
+| german-gsd-ud-2.12-230717                     | Raw text          | 99.76  | 82.68  | 96.16 | 97.53 | 90.78  | 88.15   | 96.91  | 87.04 | 83.20 | 65.39 | 75.45 |
+| german-gsd-ud-2.12-230717                     | Gold tokenization | —      | —      | 96.47 | 97.80 | 91.21  | 88.63   | 97.18  | 88.79 | 84.99 | 66.97 | 77.23 |
+| german-hdt-ud-2.12-230717                     | Raw text          | 99.90  | 92.39  | 98.55 | 98.46 | 94.21  | 93.81   | 97.69  | 96.90 | 96.00 | 84.87 | 90.50 |
+| german-hdt-ud-2.12-230717                     | Gold tokenization | —      | —      | 98.66 | 98.59 | 94.34  | 93.95   | 97.79  | 97.60 | 96.71 | 85.54 | 91.20 |
+| gothic-proiel-ud-2.12-230717                  | Raw text          | 100.00 | 31.12  | 96.17 | 96.70 | 89.88  | 87.80   | 94.71  | 78.72 | 72.74 | 58.81 | 63.43 |
+| gothic-proiel-ud-2.12-230717                  | Gold tokenization | —      | —      | 96.85 | 97.22 | 91.01  | 89.27   | 94.78  | 86.66 | 80.81 | 68.63 | 72.61 |
+| greek-gdt-ud-2.12-230717                      | Raw text          | 99.87  | 90.19  | 98.19 | 98.21 | 95.72  | 95.10   | 96.09  | 92.99 | 91.18 | 81.67 | 81.75 |
+| greek-gdt-ud-2.12-230717                      | Gold tokenization | —      | —      | 98.32 | 98.34 | 95.83  | 95.20   | 96.17  | 93.80 | 91.91 | 82.25 | 82.38 |
+| greek-gud-ud-2.12-230717                      | Raw text          | 99.92  | 94.98  | 97.01 | 96.26 | 94.24  | 90.55   | 95.76  | 92.94 | 90.06 | 75.94 | 80.42 |
+| greek-gud-ud-2.12-230717                      | Gold tokenization | —      | —      | 97.11 | 96.32 | 94.32  | 90.65   | 95.83  | 93.59 | 90.68 | 76.44 | 80.91 |
+| hebrew-htb-ud-2.12-230717                     | Raw text          | 85.10  | 99.69  | 82.96 | 82.95 | 81.30  | 80.69   | 83.02  | 70.71 | 68.21 | 55.84 | 60.10 |
+| hebrew-htb-ud-2.12-230717                     | Gold tokenization | —      | —      | 97.64 | 97.62 | 95.79  | 95.27   | 97.36  | 92.45 | 89.94 | 79.28 | 82.12 |
+| hebrew-iahltwiki-ud-2.12-230717               | Raw text          | 88.54  | 97.16  | 85.97 | 85.97 | 81.45  | 80.46   | 87.15  | 76.11 | 74.26 | 57.99 | 67.30 |
+| hebrew-iahltwiki-ud-2.12-230717               | Gold tokenization | —      | —      | 97.09 | 97.09 | 92.18  | 91.10   | 98.29  | 93.66 | 91.26 | 75.14 | 85.53 |
+| hindi-hdtb-ud-2.12-230717                     | Raw text          | 100.00 | 98.72  | 97.74 | 97.35 | 94.23  | 92.39   | 98.93  | 95.31 | 92.43 | 79.64 | 87.78 |
+| hindi-hdtb-ud-2.12-230717                     | Gold tokenization | —      | —      | 97.74 | 97.34 | 94.25  | 92.40   | 98.94  | 95.43 | 92.55 | 79.77 | 87.94 |
+| hungarian-szeged-ud-2.12-230717               | Raw text          | 99.85  | 95.89  | 96.68 | —     | 94.18  | 93.47   | 94.89  | 88.56 | 84.89 | 74.96 | 78.33 |
+| hungarian-szeged-ud-2.12-230717               | Gold tokenization | —      | —      | 96.77 | —     | 94.31  | 93.57   | 95.01  | 88.99 | 85.30 | 75.22 | 78.65 |
+| icelandic-modern-ud-2.12-230717               | Raw text          | 99.37  | 94.59  | 97.58 | 95.34 | 88.49  | 85.62   | 96.87  | 86.05 | 83.30 | 64.64 | 75.54 |
+| icelandic-modern-ud-2.12-230717               | Gold tokenization | —      | —      | 98.15 | 95.92 | 88.93  | 86.07   | 97.45  | 87.03 | 84.17 | 65.30 | 76.47 |
+| icelandic-gc-ud-2.12-230717                   | Raw text          | 99.72  | 94.64  | 94.72 | 82.28 | 85.01  | 79.83   | 91.64  | 83.22 | 78.78 | 58.56 | 68.85 |
+| icelandic-gc-ud-2.12-230717                   | Gold tokenization | —      | —      | 95.06 | 82.71 | 85.52  | 80.34   | 91.81  | 84.14 | 79.66 | 59.21 | 69.49 |
+| icelandic-icepahc-ud-2.12-230717              | Raw text          | 99.80  | 92.67  | 96.90 | 93.31 | 92.01  | 87.13   | 96.24  | 87.30 | 83.46 | 66.91 | 74.57 |
+| icelandic-icepahc-ud-2.12-230717              | Gold tokenization | —      | —      | 97.08 | 93.55 | 92.18  | 87.35   | 96.39  | 87.85 | 83.95 | 67.40 | 75.14 |
+| indonesian-gsd-ud-2.12-230717                 | Raw text          | 99.49  | 92.35  | 94.35 | 94.03 | 95.77  | 89.10   | 98.12  | 87.62 | 81.71 | 72.43 | 76.99 |
+| indonesian-gsd-ud-2.12-230717                 | Gold tokenization | —      | —      | 94.79 | 94.41 | 96.17  | 89.42   | 98.52  | 88.41 | 82.43 | 73.18 | 77.77 |
+| indonesian-csui-ud-2.12-230717                | Raw text          | 99.45  | 91.01  | 95.88 | 96.07 | 96.66  | 95.33   | 98.11  | 85.95 | 81.63 | 76.18 | 78.21 |
+| indonesian-csui-ud-2.12-230717                | Gold tokenization | —      | —      | 96.34 | 96.58 | 97.15  | 95.78   | 98.74  | 87.26 | 82.71 | 77.14 | 79.20 |
+| irish-idt-ud-2.12-230717                      | Raw text          | 99.88  | 97.58  | 96.04 | 94.90 | 90.84  | 87.69   | 95.85  | 86.48 | 80.95 | 64.53 | 71.46 |
+| irish-idt-ud-2.12-230717                      | Gold tokenization | —      | —      | 96.13 | 95.08 | 90.97  | 87.85   | 95.97  | 86.75 | 81.19 | 64.56 | 71.53 |
+| irish-twittirish-ud-2.12-230717               | Raw text          | 98.50  | 46.62  | 90.58 | —     | —      | 90.58   | 88.41  | 78.58 | 72.34 | 58.38 | 56.97 |
+| irish-twittirish-ud-2.12-230717               | Gold tokenization | —      | —      | 91.80 | —     | —      | 91.80   | 89.57  | 85.75 | 79.31 | 66.72 | 64.16 |
+| italian-isdt-ud-2.12-230717                   | Raw text          | 99.74  | 99.07  | 98.44 | 98.38 | 98.14  | 97.64   | 98.68  | 94.73 | 93.05 | 86.79 | 88.06 |
+| italian-isdt-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.71 | 98.64 | 98.39  | 97.89   | 98.95  | 95.14 | 93.47 | 87.19 | 88.54 |
+| italian-markit-ud-2.12-230717                 | Raw text          | 99.62  | 98.24  | 96.96 | 97.13 | 94.12  | 92.60   | 88.18  | 88.60 | 84.72 | 70.64 | 77.87 |
+| italian-markit-ud-2.12-230717                 | Gold tokenization | —      | —      | 97.35 | 97.52 | 94.39  | 92.88   | 88.50  | 89.39 | 85.51 | 71.25 | 78.65 |
+| italian-parlamint-ud-2.12-230717              | Raw text          | 99.42  | 94.12  | 98.59 | 97.96 | 97.95  | 97.05   | 98.63  | 91.93 | 89.97 | 84.20 | 86.02 |
+| italian-parlamint-ud-2.12-230717              | Gold tokenization | —      | —      | 99.17 | 98.52 | 98.50  | 97.58   | 99.16  | 93.41 | 91.44 | 85.80 | 87.60 |
+| italian-partut-ud-2.12-230717                 | Raw text          | 99.73  | 100.00 | 98.41 | 98.41 | 98.19  | 97.64   | 98.57  | 96.15 | 94.15 | 87.84 | 88.90 |
+| italian-partut-ud-2.12-230717                 | Gold tokenization | —      | —      | 98.52 | 98.52 | 98.27  | 97.72   | 98.82  | 96.18 | 94.09 | 87.68 | 88.80 |
+| italian-postwita-ud-2.12-230717               | Raw text          | 99.36  | 49.53  | 96.58 | 96.33 | 96.33  | 94.80   | 96.62  | 82.80 | 79.03 | 68.81 | 70.55 |
+| italian-postwita-ud-2.12-230717               | Gold tokenization | —      | —      | 97.17 | 96.95 | 96.90  | 95.44   | 97.25  | 87.96 | 83.79 | 75.19 | 76.95 |
+| italian-twittiro-ud-2.12-230717               | Raw text          | 98.94  | 46.67  | 95.91 | 95.74 | 94.94  | 93.42   | 94.57  | 83.09 | 78.65 | 66.30 | 66.97 |
+| italian-twittiro-ud-2.12-230717               | Gold tokenization | —      | —      | 96.84 | 96.57 | 95.87  | 94.15   | 95.43  | 88.34 | 83.43 | 71.82 | 72.62 |
+| italian-vit-ud-2.12-230717                    | Raw text          | 99.74  | 94.87  | 98.11 | 97.29 | 97.65  | 96.15   | 98.87  | 92.22 | 89.43 | 81.28 | 84.07 |
+| italian-vit-ud-2.12-230717                    | Gold tokenization | —      | —      | 98.35 | 97.65 | 97.87  | 96.51   | 99.10  | 92.94 | 90.12 | 81.99 | 84.78 |
+| japanese-gsdluw-ud-2.12-230717                | Raw text          | 95.18  | 99.72  | 93.82 | 93.50 | 95.18  | 93.44   | 93.56  | 86.27 | 85.58 | 76.26 | 76.41 |
+| japanese-gsdluw-ud-2.12-230717                | Gold tokenization | —      | —      | 98.36 | 98.01 | 100.00 | 97.90   | 97.78  | 95.16 | 94.19 | 86.28 | 84.89 |
+| japanese-gsd-ud-2.12-230717                   | Raw text          | 96.17  | 100.00 | 94.97 | 94.18 | 96.16  | 93.85   | 95.03  | 87.91 | 87.07 | 80.80 | 80.98 |
+| japanese-gsd-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.59 | 97.52 | 99.99  | 97.20   | 98.47  | 94.93 | 93.94 | 88.80 | 88.47 |
+| korean-kaist-ud-2.12-230717                   | Raw text          | 100.00 | 100.00 | 96.19 | 87.78 | —      | 87.58   | 94.18  | 88.85 | 86.92 | 82.77 | 80.35 |
+| korean-kaist-ud-2.12-230717                   | Gold tokenization | —      | —      | 96.19 | 87.78 | —      | 87.58   | 94.18  | 88.85 | 86.92 | 82.77 | 80.35 |
+| korean-gsd-ud-2.12-230717                     | Raw text          | 99.87  | 93.93  | 96.54 | 90.07 | 99.67  | 87.94   | 93.62  | 87.88 | 83.98 | 80.68 | 76.82 |
+| korean-gsd-ud-2.12-230717                     | Gold tokenization | —      | —      | 96.72 | 90.24 | 99.79  | 88.12   | 93.74  | 88.69 | 84.76 | 81.49 | 77.58 |
+| latin-ittb-ud-2.12-230717                     | Raw text          | 99.99  | 91.21  | 99.01 | 96.65 | 97.07  | 95.62   | 99.16  | 90.25 | 88.31 | 82.53 | 85.95 |
+| latin-ittb-ud-2.12-230717                     | Gold tokenization | —      | —      | 99.03 | 96.66 | 97.12  | 95.64   | 99.18  | 91.28 | 89.35 | 83.17 | 86.55 |
+| latin-llct-ud-2.12-230717                     | Raw text          | 99.99  | 99.49  | 99.75 | 97.14 | 97.15  | 96.87   | 97.76  | 95.37 | 94.37 | 89.06 | 90.39 |
+| latin-llct-ud-2.12-230717                     | Gold tokenization | —      | —      | 99.75 | 97.14 | 97.16  | 96.87   | 97.77  | 95.39 | 94.39 | 89.07 | 90.41 |
+| latin-perseus-ud-2.12-230717                  | Raw text          | 99.95  | 98.99  | 92.88 | 81.11 | 84.60  | 77.45   | 88.86  | 78.92 | 71.78 | 53.50 | 59.27 |
+| latin-perseus-ud-2.12-230717                  | Gold tokenization | —      | —      | 92.95 | 81.14 | 84.65  | 77.49   | 88.89  | 79.08 | 71.91 | 53.59 | 59.31 |
+| latin-proiel-ud-2.12-230717                   | Raw text          | 99.85  | 37.40  | 96.60 | 96.69 | 90.66  | 89.40   | 96.19  | 76.66 | 72.46 | 59.50 | 64.96 |
+| latin-proiel-ud-2.12-230717                   | Gold tokenization | —      | —      | 97.02 | 97.12 | 91.43  | 90.31   | 96.42  | 83.88 | 79.55 | 67.88 | 73.35 |
+| latin-udante-ud-2.12-230717                   | Raw text          | 99.61  | 98.81  | 90.94 | 75.50 | 84.14  | 72.23   | 86.97  | 75.88 | 68.63 | 47.63 | 51.46 |
+| latin-udante-ud-2.12-230717                   | Gold tokenization | —      | —      | 91.18 | 75.56 | 84.38  | 72.29   | 87.20  | 75.95 | 68.65 | 47.73 | 51.44 |
+| latvian-lvtb-ud-2.12-230717                   | Raw text          | 99.29  | 97.80  | 96.79 | 90.92 | 94.75  | 90.16   | 96.57  | 88.79 | 85.85 | 77.56 | 81.04 |
+| latvian-lvtb-ud-2.12-230717                   | Gold tokenization | —      | —      | 97.44 | 91.56 | 95.44  | 90.77   | 97.21  | 89.95 | 86.94 | 78.74 | 82.16 |
+| lithuanian-alksnis-ud-2.12-230717             | Raw text          | 99.91  | 87.87  | 95.95 | 90.31 | 91.09  | 89.50   | 93.45  | 82.74 | 78.94 | 68.03 | 71.20 |
+| lithuanian-alksnis-ud-2.12-230717             | Gold tokenization | —      | —      | 96.08 | 90.44 | 91.27  | 89.64   | 93.56  | 83.94 | 80.08 | 68.93 | 72.06 |
+| lithuanian-hse-ud-2.12-230717                 | Raw text          | 97.30  | 97.30  | 89.93 | 90.03 | 81.92  | 79.03   | 88.16  | 71.85 | 62.63 | 44.48 | 53.82 |
+| lithuanian-hse-ud-2.12-230717                 | Gold tokenization | —      | —      | 91.32 | 91.42 | 83.40  | 80.09   | 90.75  | 75.00 | 65.00 | 45.87 | 55.84 |
+| maghrebi_arabic_french-arabizi-ud-2.12-230717 | Raw text          | 91.65  | 7.00   | 78.81 | 71.59 | 82.65  | 69.81   | 50.63  | 57.90 | 49.93 | 36.22 | 24.59 |
+| maghrebi_arabic_french-arabizi-ud-2.12-230717 | Gold tokenization | —      | —      | 86.69 | 78.89 | 90.82  | 77.88   | 54.66  | 76.32 | 65.86 | 47.72 | 31.57 |
+| maltese-mudt-ud-2.12-230717                   | Raw text          | 99.84  | 86.29  | 95.73 | 95.79 | —      | 95.31   | —      | 85.08 | 80.25 | 68.88 | 73.05 |
+| maltese-mudt-ud-2.12-230717                   | Gold tokenization | —      | —      | 95.87 | 95.92 | —      | 95.46   | —      | 85.70 | 80.81 | 69.28 | 73.43 |
+| manx-cadhan-ud-2.12-230717                    | Raw text          | 97.36  | 98.25  | 94.18 | —     | 95.78  | 93.37   | 93.43  | 87.42 | 84.02 | 77.75 | 78.03 |
+| manx-cadhan-ud-2.12-230717                    | Gold tokenization | —      | —      | 96.77 | —     | 98.39  | 95.93   | 95.98  | 92.47 | 89.13 | 83.16 | 82.07 |
+| marathi-ufal-ud-2.12-230717                   | Raw text          | 94.16  | 92.63  | 82.73 | —     | 74.21  | 70.80   | 84.91  | 68.13 | 60.83 | 39.75 | 47.62 |
+| marathi-ufal-ud-2.12-230717                   | Gold tokenization | —      | —      | 87.14 | —     | 76.94  | 73.06   | 87.86  | 73.79 | 65.29 | 41.82 | 50.10 |
+| naija-nsc-ud-2.12-230717                      | Raw text          | 99.95  | 100.00 | 98.04 | —     | 98.92  | 97.53   | 99.33  | 93.02 | 90.46 | 87.48 | 88.98 |
+| naija-nsc-ud-2.12-230717                      | Gold tokenization | —      | —      | 98.08 | —     | 98.96  | 97.56   | 99.39  | 93.10 | 90.53 | 87.55 | 89.03 |
+| north_sami-giella-ud-2.12-230717              | Raw text          | 99.87  | 98.79  | 91.63 | 93.51 | 89.29  | 85.24   | 86.91  | 75.78 | 70.85 | 60.16 | 58.42 |
+| north_sami-giella-ud-2.12-230717              | Gold tokenization | —      | —      | 91.78 | 93.65 | 89.42  | 85.38   | 87.01  | 76.01 | 71.08 | 60.38 | 58.60 |
+| norwegian-bokmaal-ud-2.12-230717              | Raw text          | 99.82  | 97.27  | 98.38 | 98.94 | 97.47  | 96.81   | 98.58  | 93.88 | 92.64 | 86.95 | 88.78 |
+| norwegian-bokmaal-ud-2.12-230717              | Gold tokenization | —      | —      | 98.58 | 99.14 | 97.65  | 97.01   | 98.78  | 94.54 | 93.28 | 87.54 | 89.41 |
+| norwegian-nynorsk-ud-2.12-230717              | Raw text          | 99.93  | 94.54  | 98.43 | 99.16 | 97.35  | 96.55   | 98.46  | 93.79 | 92.37 | 85.84 | 88.08 |
+| norwegian-nynorsk-ud-2.12-230717              | Gold tokenization | —      | —      | 98.62 | 99.27 | 97.51  | 96.75   | 98.60  | 94.58 | 93.19 | 86.82 | 89.08 |
+| old_church_slavonic-proiel-ud-2.12-230717     | Raw text          | 100.00 | 40.05  | 96.11 | 96.39 | 89.72  | 88.01   | 90.18  | 78.06 | 73.64 | 60.96 | 61.97 |
+| old_church_slavonic-proiel-ud-2.12-230717     | Gold tokenization | —      | —      | 96.66 | 96.98 | 90.32  | 88.99   | 90.19  | 85.05 | 80.53 | 68.59 | 69.15 |
+| old_east_slavic-torot-ud-2.12-230717          | Raw text          | 100.00 | 34.53  | 95.40 | 95.48 | 89.92  | 87.64   | 88.09  | 76.94 | 72.12 | 58.23 | 57.89 |
+| old_east_slavic-torot-ud-2.12-230717          | Gold tokenization | —      | —      | 95.89 | 95.94 | 90.67  | 88.72   | 88.14  | 85.27 | 80.38 | 67.99 | 65.94 |
+| old_east_slavic-birchbark-ud-2.12-230717      | Raw text          | 99.99  | 16.66  | 88.50 | 99.37 | 76.09  | 72.03   | 65.58  | 64.39 | 57.66 | 32.84 | 27.49 |
+| old_east_slavic-birchbark-ud-2.12-230717      | Gold tokenization | —      | —      | 89.13 | 99.38 | 76.70  | 72.84   | 65.59  | 76.43 | 69.19 | 41.15 | 32.90 |
+| old_east_slavic-rnc-ud-2.12-230717            | Raw text          | 97.64  | 60.48  | 92.65 | 86.46 | 78.10  | 68.76   | 77.22  | 64.58 | 60.03 | 36.90 | 37.52 |
+| old_east_slavic-rnc-ud-2.12-230717            | Gold tokenization | —      | —      | 93.99 | 88.74 | 79.24  | 69.78   | 78.28  | 70.79 | 65.17 | 39.63 | 40.04 |
+| old_french-srcmf-ud-2.12-230717               | Raw text          | 99.70  | 100.00 | 96.74 | 96.58 | 97.76  | 95.78   | 99.66  | 90.92 | 87.17 | 80.65 | 84.10 |
+| old_french-srcmf-ud-2.12-230717               | Gold tokenization | —      | —      | 97.06 | 96.91 | 98.07  | 96.08   | 99.96  | 91.34 | 87.62 | 81.11 | 84.56 |
+| persian-perdt-ud-2.12-230717                  | Raw text          | 99.66  | 99.83  | 97.51 | 97.39 | 97.64  | 95.63   | 98.91  | 93.56 | 91.32 | 86.30 | 88.68 |
+| persian-perdt-ud-2.12-230717                  | Gold tokenization | —      | —      | 97.81 | 97.68 | 97.94  | 95.92   | 99.23  | 94.08 | 91.84 | 86.86 | 89.27 |
+| persian-seraji-ud-2.12-230717                 | Raw text          | 99.65  | 98.75  | 97.89 | 97.91 | 97.90  | 97.44   | 98.26  | 91.78 | 88.92 | 84.47 | 84.56 |
+| persian-seraji-ud-2.12-230717                 | Gold tokenization | —      | —      | 98.22 | 98.23 | 98.22  | 97.74   | 98.54  | 92.47 | 89.62 | 85.12 | 85.22 |
+| polish-pdb-ud-2.12-230717                     | Raw text          | 99.85  | 97.33  | 98.86 | 95.76 | 95.89  | 95.08   | 98.08  | 94.21 | 92.16 | 85.14 | 88.25 |
+| polish-pdb-ud-2.12-230717                     | Gold tokenization | —      | —      | 99.02 | 95.92 | 96.04  | 95.22   | 98.21  | 94.72 | 92.67 | 85.55 | 88.68 |
+| polish-lfg-ud-2.12-230717                     | Raw text          | 99.85  | 99.65  | 98.97 | 96.08 | 96.49  | 95.15   | 98.24  | 96.78 | 95.40 | 89.61 | 92.26 |
+| polish-lfg-ud-2.12-230717                     | Gold tokenization | —      | —      | 99.13 | 96.26 | 96.67  | 95.32   | 98.38  | 97.19 | 95.81 | 90.02 | 92.60 |
+| pomak-philotis-ud-2.12-230717                 | Raw text          | 99.98  | 94.49  | 98.80 | —     | 95.54  | 95.26   | 96.71  | 88.17 | 83.04 | 70.60 | 73.82 |
+| pomak-philotis-ud-2.12-230717                 | Gold tokenization | —      | —      | 98.82 | —     | 95.54  | 95.26   | 96.73  | 88.63 | 83.54 | 71.09 | 74.23 |
+| portuguese-bosque-ud-2.12-230717              | Raw text          | 99.68  | 89.73  | 97.88 | —     | 96.86  | 95.87   | 98.27  | 92.13 | 89.83 | 80.75 | 84.19 |
+| portuguese-bosque-ud-2.12-230717              | Gold tokenization | —      | —      | 98.16 | —     | 97.11  | 96.11   | 98.57  | 93.28 | 90.94 | 81.78 | 85.38 |
+| portuguese-cintil-ud-2.12-230717              | Raw text          | 99.41  | 78.66  | 97.42 | 96.01 | 95.29  | 93.21   | 97.66  | 85.13 | 81.88 | 71.77 | 75.51 |
+| portuguese-cintil-ud-2.12-230717              | Gold tokenization | —      | —      | 98.00 | 96.61 | 95.91  | 93.80   | 98.23  | 87.54 | 84.20 | 74.06 | 77.83 |
+| portuguese-petrogold-ud-2.12-230717           | Raw text          | 99.59  | 93.11  | 98.75 | —     | 98.70  | 98.20   | 99.09  | 94.69 | 93.57 | 88.77 | 90.11 |
+| portuguese-petrogold-ud-2.12-230717           | Gold tokenization | —      | —      | 99.05 | —     | 99.00  | 98.46   | 99.51  | 95.62 | 94.42 | 89.68 | 91.18 |
+| romanian-rrt-ud-2.12-230717                   | Raw text          | 99.70  | 95.50  | 97.88 | 97.14 | 97.39  | 96.91   | 98.00  | 91.92 | 88.46 | 81.93 | 83.37 |
+| romanian-rrt-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.15 | 97.40 | 97.65  | 97.16   | 98.25  | 92.77 | 89.25 | 82.56 | 83.97 |
+| romanian-nonstandard-ud-2.12-230717           | Raw text          | 98.83  | 96.77  | 96.12 | 91.86 | 90.52  | 89.16   | 94.82  | 88.67 | 84.67 | 68.20 | 76.17 |
+| romanian-nonstandard-ud-2.12-230717           | Gold tokenization | —      | —      | 97.25 | 92.87 | 91.51  | 90.13   | 95.88  | 90.46 | 86.41 | 69.79 | 77.51 |
+| romanian-simonero-ud-2.12-230717              | Raw text          | 99.84  | 100.00 | 98.41 | 97.97 | 97.51  | 97.20   | 98.89  | 93.95 | 92.03 | 85.30 | 88.19 |
+| romanian-simonero-ud-2.12-230717              | Gold tokenization | —      | —      | 98.56 | 98.12 | 97.66  | 97.34   | 99.04  | 94.29 | 92.35 | 85.57 | 88.47 |
+| russian-syntagrus-ud-2.12-230717              | Raw text          | 99.67  | 98.31  | 98.50 | —     | 94.02  | 93.76   | 98.19  | 93.80 | 91.66 | 82.80 | 88.87 |
+| russian-syntagrus-ud-2.12-230717              | Gold tokenization | —      | —      | 98.83 | —     | 94.33  | 94.07   | 98.48  | 94.51 | 92.33 | 83.33 | 89.40 |
+| russian-gsd-ud-2.12-230717                    | Raw text          | 99.50  | 96.49  | 98.05 | 97.56 | 94.57  | 93.51   | 96.87  | 91.64 | 88.70 | 80.95 | 84.53 |
+| russian-gsd-ud-2.12-230717                    | Gold tokenization | —      | —      | 98.50 | 97.97 | 95.01  | 93.90   | 97.25  | 92.83 | 89.81 | 81.85 | 85.46 |
+| russian-taiga-ud-2.12-230717                  | Raw text          | 98.07  | 86.01  | 95.59 | —     | 93.02  | 92.05   | 94.62  | 82.89 | 79.47 | 70.47 | 73.61 |
+| russian-taiga-ud-2.12-230717                  | Gold tokenization | —      | —      | 97.25 | —     | 94.80  | 93.67   | 96.34  | 85.53 | 81.91 | 72.70 | 76.02 |
+| sanskrit-vedic-ud-2.12-230717                 | Raw text          | 100.00 | 27.18  | 89.20 | —     | 81.19  | 76.40   | 87.11  | 61.05 | 50.02 | 41.42 | 44.77 |
+| sanskrit-vedic-ud-2.12-230717                 | Gold tokenization | —      | —      | 90.07 | —     | 82.70  | 78.17   | 87.40  | 73.69 | 61.55 | 51.56 | 54.91 |
+| scottish_gaelic-arcosg-ud-2.12-230717         | Raw text          | 97.43  | 61.26  | 93.66 | 89.50 | 91.07  | 88.34   | 94.92  | 80.79 | 76.33 | 64.78 | 69.63 |
+| scottish_gaelic-arcosg-ud-2.12-230717         | Gold tokenization | —      | —      | 96.40 | 92.49 | 94.04  | 91.41   | 97.47  | 87.25 | 82.84 | 71.75 | 76.18 |
+| serbian-set-ud-2.12-230717                    | Raw text          | 99.99  | 93.00  | 99.03 | 95.94 | 96.13  | 95.71   | 97.82  | 93.48 | 90.99 | 83.45 | 86.89 |
+| serbian-set-ud-2.12-230717                    | Gold tokenization | —      | —      | 99.05 | 95.95 | 96.16  | 95.74   | 97.83  | 94.18 | 91.65 | 84.17 | 87.56 |
+| slovak-snk-ud-2.12-230717                     | Raw text          | 100.00 | 81.69  | 97.68 | 90.26 | 93.35  | 89.42   | 96.51  | 91.48 | 89.73 | 80.19 | 84.62 |
+| slovak-snk-ud-2.12-230717                     | Gold tokenization | —      | —      | 97.83 | 90.34 | 93.44  | 89.56   | 96.54  | 93.88 | 92.00 | 82.42 | 86.89 |
+| slovenian-ssj-ud-2.12-230717                  | Raw text          | 99.94  | 98.95  | 98.96 | 97.09 | 97.26  | 96.78   | 98.57  | 94.23 | 92.86 | 87.37 | 89.22 |
+| slovenian-ssj-ud-2.12-230717                  | Gold tokenization | —      | —      | 99.02 | 97.15 | 97.33  | 96.84   | 98.61  | 94.40 | 93.02 | 87.52 | 89.34 |
+| slovenian-sst-ud-2.12-230717                  | Raw text          | 99.97  | 24.74  | 95.82 | 93.37 | 93.58  | 91.64   | 97.69  | 66.76 | 61.98 | 52.04 | 55.84 |
+| slovenian-sst-ud-2.12-230717                  | Gold tokenization | —      | —      | 96.10 | 93.49 | 93.79  | 91.91   | 97.73  | 78.52 | 73.20 | 63.83 | 68.34 |
+| spanish-ancora-ud-2.12-230717                 | Raw text          | 99.95  | 98.78  | 99.06 | 96.12 | 98.76  | 95.71   | 99.39  | 93.68 | 91.92 | 86.79 | 88.29 |
+| spanish-ancora-ud-2.12-230717                 | Gold tokenization | —      | —      | 99.11 | 96.16 | 98.81  | 95.75   | 99.43  | 93.87 | 92.10 | 86.95 | 88.45 |
+| spanish-gsd-ud-2.12-230717                    | Raw text          | 99.72  | 94.90  | 97.10 | —     | 96.74  | 95.07   | 98.58  | 92.51 | 90.28 | 78.76 | 84.27 |
+| spanish-gsd-ud-2.12-230717                    | Gold tokenization | —      | —      | 97.36 | —     | 97.01  | 95.32   | 98.83  | 93.38 | 91.10 | 79.58 | 85.17 |
+| swedish-talbanken-ud-2.12-230717              | Raw text          | 99.84  | 96.53  | 98.37 | 97.23 | 97.31  | 96.43   | 98.17  | 92.08 | 89.72 | 83.69 | 85.90 |
+| swedish-talbanken-ud-2.12-230717              | Gold tokenization | —      | —      | 98.53 | 97.42 | 97.49  | 96.61   | 98.33  | 92.53 | 90.15 | 84.20 | 86.44 |
+| swedish-lines-ud-2.12-230717                  | Raw text          | 99.96  | 88.00  | 97.61 | 95.49 | 90.93  | 88.18   | 97.82  | 90.48 | 87.14 | 71.66 | 81.94 |
+| swedish-lines-ud-2.12-230717                  | Gold tokenization | —      | —      | 97.71 | 95.50 | 90.96  | 88.23   | 97.86  | 91.19 | 87.78 | 72.25 | 82.63 |
+| tamil-ttb-ud-2.12-230717                      | Raw text          | 94.26  | 97.52  | 84.29 | 82.92 | 84.09  | 77.76   | 88.79  | 70.63 | 61.98 | 50.53 | 54.69 |
+| tamil-ttb-ud-2.12-230717                      | Gold tokenization | —      | —      | 89.14 | 87.13 | 89.19  | 81.80   | 93.87  | 78.38 | 68.88 | 56.48 | 60.89 |
+| telugu-mtg-ud-2.12-230717                     | Raw text          | 99.58  | 96.62  | 92.94 | 92.94 | 98.61  | 92.94   | —      | 90.72 | 84.07 | 76.19 | 80.19 |
+| telugu-mtg-ud-2.12-230717                     | Gold tokenization | —      | —      | 93.48 | 93.48 | 99.03  | 93.48   | —      | 91.68 | 85.02 | 77.22 | 81.03 |
+| turkish-boun-ud-2.12-230717                   | Raw text          | 96.57  | 86.25  | 90.03 | 86.05 | 81.12  | 71.69   | 90.47  | 73.32 | 67.11 | 49.09 | 60.77 |
+| turkish-boun-ud-2.12-230717                   | Gold tokenization | —      | —      | 92.97 | 88.91 | 83.07  | 73.35   | 93.52  | 80.79 | 73.91 | 52.78 | 66.50 |
+| turkish-atis-ud-2.12-230717                   | Raw text          | 100.00 | 80.20  | 99.02 | —     | 98.57  | 98.40   | 99.11  | 89.03 | 87.24 | 84.91 | 85.71 |
+| turkish-atis-ud-2.12-230717                   | Gold tokenization | —      | —      | 99.04 | —     | 98.57  | 98.42   | 99.11  | 90.96 | 89.09 | 86.83 | 87.69 |
+| turkish-framenet-ud-2.12-230717               | Raw text          | 100.00 | 100.00 | 96.52 | —     | 94.75  | 93.87   | 96.39  | 93.73 | 84.80 | 74.12 | 77.96 |
+| turkish-framenet-ud-2.12-230717               | Gold tokenization | —      | —      | 96.52 | —     | 94.75  | 93.87   | 96.39  | 93.73 | 84.80 | 74.12 | 77.96 |
+| turkish-imst-ud-2.12-230717                   | Raw text          | 97.94  | 97.70  | 93.70 | 93.46 | 90.63  | 88.13   | 94.46  | 75.22 | 66.28 | 55.69 | 60.80 |
+| turkish-imst-ud-2.12-230717                   | Gold tokenization | —      | —      | 95.46 | 95.27 | 92.41  | 89.75   | 96.32  | 78.94 | 69.42 | 57.62 | 62.96 |
+| turkish-kenet-ud-2.12-230717                  | Raw text          | 100.00 | 98.12  | 93.80 | —     | 92.10  | 90.85   | 93.50  | 83.94 | 71.51 | 62.32 | 65.35 |
+| turkish-kenet-ud-2.12-230717                  | Gold tokenization | —      | —      | 93.83 | —     | 92.12  | 90.89   | 93.51  | 84.10 | 71.63 | 62.46 | 65.49 |
+| turkish-penn-ud-2.12-230717                   | Raw text          | 99.34  | 80.59  | 95.50 | —     | 94.48  | 93.29   | 94.14  | 84.40 | 71.73 | 62.08 | 64.36 |
+| turkish-penn-ud-2.12-230717                   | Gold tokenization | —      | —      | 96.14 | —     | 95.12  | 93.94   | 94.71  | 86.84 | 73.89 | 63.46 | 65.77 |
+| turkish-tourism-ud-2.12-230717                | Raw text          | 99.96  | 99.86  | 98.92 | —     | 94.98  | 94.67   | 98.27  | 97.04 | 91.43 | 81.58 | 87.09 |
+| turkish-tourism-ud-2.12-230717                | Gold tokenization | —      | —      | 98.96 | —     | 95.02  | 94.72   | 98.31  | 97.10 | 91.50 | 81.66 | 87.18 |
+| turkish_german-sagt-ud-2.12-230717            | Raw text          | 98.91  | 99.44  | 90.21 | —     | 80.24  | 75.45   | 90.80  | 71.42 | 61.22 | 41.16 | 50.92 |
+| turkish_german-sagt-ud-2.12-230717            | Gold tokenization | —      | —      | 91.09 | —     | 80.82  | 75.93   | 91.49  | 72.76 | 62.20 | 41.63 | 51.55 |
+| ukrainian-iu-ud-2.12-230717                   | Raw text          | 99.81  | 96.23  | 97.84 | 94.28 | 94.25  | 93.16   | 97.47  | 90.37 | 87.94 | 78.30 | 82.74 |
+| ukrainian-iu-ud-2.12-230717                   | Gold tokenization | —      | —      | 98.03 | 94.44 | 94.39  | 93.31   | 97.67  | 90.97 | 88.52 | 78.70 | 83.18 |
+| urdu-udtb-ud-2.12-230717                      | Raw text          | 100.00 | 98.31  | 94.09 | 92.20 | 82.76  | 78.43   | 97.41  | 88.02 | 82.68 | 57.25 | 74.71 |
+| urdu-udtb-ud-2.12-230717                      | Gold tokenization | —      | —      | 94.06 | 92.19 | 82.76  | 78.41   | 97.41  | 88.13 | 82.81 | 57.30 | 74.88 |
+| uyghur-udt-ud-2.12-230717                     | Raw text          | 99.54  | 81.87  | 89.77 | 91.72 | 88.23  | 80.82   | 94.71  | 75.32 | 64.44 | 50.04 | 57.14 |
+| uyghur-udt-ud-2.12-230717                     | Gold tokenization | —      | —      | 90.23 | 92.21 | 88.65  | 81.27   | 95.22  | 77.05 | 66.02 | 50.95 | 58.33 |
+| vietnamese-vtb-ud-2.12-230717                 | Raw text          | 86.06  | 93.73  | 78.61 | 77.61 | —      | 77.50   | 85.76  | 56.86 | 50.02 | 41.40 | 45.54 |
+| vietnamese-vtb-ud-2.12-230717                 | Gold tokenization | —      | —      | 90.02 | 88.88 | —      | 88.73   | 99.50  | 76.31 | 65.90 | 55.36 | 61.24 |
+| welsh-ccg-ud-2.12-230717                      | Raw text          | 99.46  | 97.68  | 95.27 | 94.28 | 89.57  | 87.25   | 94.43  | 86.73 | 80.81 | 63.09 | 69.84 |
+| welsh-ccg-ud-2.12-230717                      | Gold tokenization | —      | —      | 95.74 | 94.73 | 90.03  | 87.66   | 94.94  | 87.83 | 81.85 | 64.04 | 70.94 |
+| western_armenian-armtdp-ud-2.12-230717        | Raw text          | 99.89  | 98.68  | 96.67 | —     | 92.31  | 91.63   | 97.14  | 89.26 | 84.68 | 69.80 | 76.24 |
+| western_armenian-armtdp-ud-2.12-230717        | Gold tokenization | —      | —      | 96.75 | —     | 92.40  | 91.71   | 97.23  | 89.51 | 84.91 | 69.99 | 76.44 |
+| wolof-wtb-ud-2.12-230717                      | Raw text          | 99.23  | 91.95  | 94.16 | 94.17 | 93.56  | 91.48   | 95.18  | 83.75 | 78.61 | 66.55 | 69.91 |
+| wolof-wtb-ud-2.12-230717                      | Gold tokenization | —      | —      | 95.11 | 95.08 | 94.34  | 92.33   | 95.88  | 85.90 | 80.57 | 68.67 | 71.71 |

udpipe2/docs/models_ud26.md

@@ -0,0 +1,257 @@
+## Universal Dependencies 2.6 Models #universal_dependencies_26_models
+
+Universal Dependencies 2.6 Models are distributed under the
+[CC BY-NC-SA](https://creativecommons.org/licenses/by-nc-sa/4.0/) licence.
+The models are based solely on [Universal Dependencies
+2.6](https://hdl.handle.net/11234/1-3226) treebanks, and additionally
+use [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md).
+
+The models require [UDPipe 2](https://ufal.mff.cuni.cz/udpipe/2).
+
+### Download
+
+The latest version 200831 of the Universal Dependencies 2.6 models
+can be downloaded from [LINDAT/CLARIN repository](https://hdl.handle.net/11234/1-4798).
+
+The models are also available in the [REST service](https://lindat.mff.cuni.cz/services/udpipe/).
+
+### Acknowledgements #universal_dependencies_26_models_acknowledgements
+
+This work has been supported by the Ministry of Education, Youth and Sports of
+the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
+
+The models were trained on [Universal Dependencies 2.6](https://hdl.handle.net/11234/1-3226) treebanks.
+
+For the UD treebanks which do not contain original plain text version,
+raw text is used to train the tokenizer instead. The plain texts
+were taken from the [W2C -- Web to Corpus](https://hdl.handle.net/11858/00-097C-0000-0022-6133-9).
+
+Finally, [multilingual BERT](https://github.com/google-research/bert/blob/master/multilingual.md)
+is used to provide contextualized word embeddings.
+
+### Publications
+
+- Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
+- Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
+
+### Model Description
+
+The Universal Dependencies 2.6 models contain 99 models of 63 languages, each consisting of
+a tokenizer, tagger, lemmatizer and dependency parser, all trained using
+the UD data. We used the original train-dev-test split, but for treebanks with
+only train and no dev data we used last 10% of the train data as dev data.
+We produce models only for treebanks with at least 1000 training words.
+
+The tokenizer is trained using the `SpaceAfter=No` features. If the features
+are not present in the data, they can be filled in using raw text in the
+language in question.
+
+The tagger, lemmatizer and parser are trained using gold UD data.
+
+### Model Performance
+
+We present the tokenizer, tagger, lemmatizer and parser performance, measured on
+the testing portion of the data, evaluated both on the raw text and using the
+gold tokenization. The results are F1 scores measured by the `conll18_ud_eval.py`
+script.
+
+| Model                   | Mode         |  Words |  Sents |  UPOS |  XPOS |  UFeats | AllTags |  Lemma |  UAS  |  LAS  |  MLAS |  BLEX |
+|:------------------------|:-------------|-------:|-------:|------:|------:|--------:|--------:|-------:|------:|------:|------:|------:|
+| afrikaans-afribooms-ud-2.6-200830        | Raw text          | 99.82  | 98.25  | 98.55 | 95.42 | 98.27 | 95.33 | 97.52 | 90.34 | 87.93 | 80.33 | 79.91 |
+| afrikaans-afribooms-ud-2.6-200830        | Gold tokenization | —      | —      | 98.70 | 95.56 | 98.41 | 95.48 | 97.61 | 90.80 | 88.40 | 80.78 | 80.31 |
+| ancient_greek-perseus-ud-2.6-200830      | Raw text          | 99.97  | 98.85  | 93.20 | 86.01 | 91.59 | 85.27 | 86.81 | 79.57 | 73.90 | 54.80 | 55.63 |
+| ancient_greek-perseus-ud-2.6-200830      | Gold tokenization | —      | —      | 93.24 | 86.03 | 91.62 | 85.30 | 86.84 | 79.74 | 74.06 | 54.92 | 55.72 |
+| ancient_greek-proiel-ud-2.6-200830       | Raw text          | 100.00 | 48.02  | 97.73 | 98.04 | 92.36 | 91.01 | 94.71 | 79.98 | 75.99 | 60.15 | 65.88 |
+| ancient_greek-proiel-ud-2.6-200830       | Gold tokenization | —      | —      | 97.91 | 98.18 | 92.59 | 91.30 | 94.76 | 85.95 | 81.90 | 66.72 | 71.84 |
+| arabic-padt-ud-2.6-200830                | Raw text          | 94.58  | 82.09  | 91.68 | 88.96 | 89.14 | 88.65 | 90.36 | 78.86 | 74.85 | 66.06 | 68.12 |
+| arabic-padt-ud-2.6-200830                | Gold tokenization | —      | —      | 96.87 | 94.20 | 94.36 | 93.82 | 95.23 | 87.60 | 83.14 | 74.51 | 76.09 |
+| armenian-armtdp-ud-2.6-200830            | Raw text          | 99.34  | 97.85  | 95.64 | —     | 90.30 | 88.94 | 94.45 | 85.07 | 79.97 | 66.54 | 71.61 |
+| armenian-armtdp-ud-2.6-200830            | Gold tokenization | —      | —      | 96.11 | —     | 90.90 | 89.37 | 95.04 | 86.31 | 81.18 | 67.00 | 72.22 |
+| basque-bdt-ud-2.6-200830                 | Raw text          | 99.94  | 99.83  | 96.44 | —     | 93.60 | 91.69 | 96.40 | 87.24 | 84.15 | 74.97 | 79.94 |
+| basque-bdt-ud-2.6-200830                 | Gold tokenization | —      | —      | 96.48 | —     | 93.64 | 91.72 | 96.43 | 87.30 | 84.21 | 75.00 | 79.96 |
+| belarusian-hse-ud-2.6-200830             | Raw text          | 99.84  | 78.70  | 96.14 | 31.78 | 82.07 | 26.98 | 81.48 | 75.81 | 71.05 | 49.78 | 50.93 |
+| belarusian-hse-ud-2.6-200830             | Gold tokenization | —      | —      | 96.39 | 31.85 | 82.19 | 27.08 | 81.53 | 80.18 | 75.18 | 52.92 | 53.60 |
+| bulgarian-btb-ud-2.6-200830              | Raw text          | 99.91  | 94.17  | 99.15 | 97.19 | 97.95 | 96.84 | 97.97 | 94.35 | 91.61 | 85.92 | 86.43 |
+| bulgarian-btb-ud-2.6-200830              | Gold tokenization | —      | —      | 99.27 | 97.30 | 98.05 | 96.95 | 98.07 | 95.17 | 92.41 | 86.62 | 87.17 |
+| catalan-ancora-ud-2.6-200830             | Raw text          | 99.98  | 99.43  | 99.05 | 98.99 | 98.63 | 98.14 | 99.31 | 94.53 | 92.86 | 87.63 | 89.24 |
+| catalan-ancora-ud-2.6-200830             | Gold tokenization | —      | —      | 99.09 | 99.03 | 98.67 | 98.18 | 99.34 | 94.60 | 92.95 | 87.73 | 89.35 |
+| chinese-gsdsimp-ud-2.6-200830            | Raw text          | 90.29  | 99.10  | 87.32 | 87.20 | 89.73 | 86.54 | 90.29 | 72.68 | 70.32 | 63.38 | 66.94 |
+| chinese-gsdsimp-ud-2.6-200830            | Gold tokenization | —      | —      | 96.32 | 96.15 | 99.43 | 95.50 | 99.99 | 86.89 | 83.93 | 78.52 | 82.60 |
+| chinese-gsd-ud-2.6-200830                | Raw text          | 90.27  | 99.10  | 87.27 | 87.18 | 89.74 | 86.50 | 90.27 | 72.99 | 70.50 | 63.83 | 67.21 |
+| chinese-gsd-ud-2.6-200830                | Gold tokenization | —      | —      | 96.30 | 96.16 | 99.42 | 95.45 | 99.99 | 87.30 | 84.22 | 78.63 | 82.84 |
+| classical_chinese-kyoto-ud-2.6-200830    | Raw text          | 99.46  | 46.22  | 90.91 | 90.91 | 93.43 | 88.00 | 99.42 | 72.75 | 67.18 | 63.67 | 66.02 |
+| classical_chinese-kyoto-ud-2.6-200830    | Gold tokenization | —      | —      | 93.55 | 93.24 | 95.01 | 90.86 | 99.96 | 85.49 | 80.20 | 76.42 | 79.25 |
+| coptic-scriptorium-ud-2.6-200830         | Raw text          | 71.91  | 35.97  | 69.61 | 68.00 | 63.06 | 60.16 | 70.51 | 47.75 | 45.89 | 25.42 | 35.81 |
+| coptic-scriptorium-ud-2.6-200830         | Gold tokenization | —      | —      | 96.15 | 92.53 | 87.75 | 81.98 | 96.70 | 89.14 | 85.79 | 57.57 | 76.42 |
+| croatian-set-ud-2.6-200830               | Raw text          | 99.95  | 94.41  | 98.18 | 95.91 | 96.40 | 95.27 | 97.58 | 92.20 | 88.40 | 80.16 | 83.07 |
+| croatian-set-ud-2.6-200830               | Gold tokenization | —      | —      | 98.23 | 96.00 | 96.52 | 95.38 | 97.64 | 92.72 | 88.89 | 80.66 | 83.53 |
+| czech-pdt-ud-2.6-200830                  | Raw text          | 99.93  | 93.35  | 99.23 | 97.61 | 97.59 | 97.13 | 99.09 | 93.81 | 92.03 | 87.79 | 89.88 |
+| czech-pdt-ud-2.6-200830                  | Gold tokenization | —      | —      | 99.30 | 97.71 | 97.70 | 97.24 | 99.17 | 94.60 | 92.81 | 88.45 | 90.57 |
+| czech-cac-ud-2.6-200830                  | Raw text          | 99.98  | 99.68  | 99.52 | 97.33 | 97.05 | 96.64 | 98.93 | 94.31 | 92.48 | 87.56 | 89.76 |
+| czech-cac-ud-2.6-200830                  | Gold tokenization | —      | —      | 99.54 | 97.36 | 97.07 | 96.67 | 98.95 | 94.37 | 92.54 | 87.63 | 89.83 |
+| czech-fictree-ud-2.6-200830              | Raw text          | 99.99  | 98.95  | 98.68 | 95.80 | 96.79 | 95.38 | 99.20 | 94.83 | 92.66 | 85.35 | 89.58 |
+| czech-fictree-ud-2.6-200830              | Gold tokenization | —      | —      | 98.69 | 95.82 | 96.80 | 95.40 | 99.21 | 94.92 | 92.74 | 85.47 | 89.69 |
+| czech-cltt-ud-2.6-200830                 | Raw text          | 99.65  | 97.40  | 99.21 | 95.00 | 94.98 | 94.76 | 99.06 | 91.37 | 89.67 | 82.08 | 86.96 |
+| czech-cltt-ud-2.6-200830                 | Gold tokenization | —      | —      | 99.49 | 95.19 | 95.16 | 94.95 | 99.30 | 91.91 | 90.21 | 82.25 | 87.31 |
+| danish-ddt-ud-2.6-200830                 | Raw text          | 99.81  | 89.78  | 98.01 | —     | 97.52 | 96.72 | 97.31 | 88.56 | 86.46 | 79.62 | 81.12 |
+| danish-ddt-ud-2.6-200830                 | Gold tokenization | —      | —      | 98.26 | —     | 97.73 | 96.99 | 97.53 | 89.82 | 87.67 | 80.73 | 82.27 |
+| dutch-alpino-ud-2.6-200830               | Raw text          | 99.83  | 88.59  | 97.41 | 95.98 | 97.02 | 95.36 | 97.32 | 92.79 | 90.38 | 81.53 | 83.18 |
+| dutch-alpino-ud-2.6-200830               | Gold tokenization | —      | —      | 97.57 | 96.13 | 97.18 | 95.53 | 97.46 | 93.93 | 91.53 | 82.72 | 84.42 |
+| dutch-lassysmall-ud-2.6-200830           | Raw text          | 99.83  | 75.40  | 96.58 | 95.42 | 96.41 | 94.73 | 97.21 | 90.36 | 87.66 | 78.84 | 80.17 |
+| dutch-lassysmall-ud-2.6-200830           | Gold tokenization | —      | —      | 96.79 | 96.05 | 96.97 | 95.40 | 97.33 | 94.26 | 91.24 | 83.56 | 84.84 |
+| english-ewt-ud-2.6-200830                | Raw text          | 98.95  | 86.60  | 96.36 | 96.06 | 96.56 | 94.88 | 97.64 | 89.55 | 87.43 | 80.50 | 83.29 |
+| english-ewt-ud-2.6-200830                | Gold tokenization | —      | —      | 97.29 | 97.03 | 97.57 | 95.84 | 98.57 | 92.24 | 90.05 | 83.33 | 86.07 |
+| english-gum-ud-2.6-200830                | Raw text          | 99.81  | 83.66  | 96.79 | 96.76 | 97.55 | 95.88 | 97.35 | 90.02 | 87.52 | 79.41 | 80.43 |
+| english-gum-ud-2.6-200830                | Gold tokenization | —      | —      | 96.99 | 96.93 | 97.75 | 96.09 | 97.56 | 91.93 | 89.36 | 81.20 | 82.25 |
+| english-lines-ud-2.6-200830              | Raw text          | 99.92  | 87.45  | 97.60 | 95.86 | 96.88 | 93.39 | 98.34 | 89.36 | 86.45 | 79.35 | 82.87 |
+| english-lines-ud-2.6-200830              | Gold tokenization | —      | —      | 97.67 | 95.90 | 96.92 | 93.41 | 98.41 | 90.26 | 87.36 | 80.24 | 83.79 |
+| english-partut-ud-2.6-200830             | Raw text          | 99.72  | 100.00 | 97.37 | 97.08 | 96.29 | 95.38 | 98.23 | 94.12 | 92.09 | 83.04 | 87.20 |
+| english-partut-ud-2.6-200830             | Gold tokenization | —      | —      | 97.62 | 97.33 | 96.54 | 95.63 | 98.50 | 94.40 | 92.37 | 83.44 | 87.48 |
+| estonian-edt-ud-2.6-200830               | Raw text          | 99.96  | 91.56  | 97.65 | 98.25 | 96.44 | 95.19 | 95.34 | 88.75 | 86.18 | 80.12 | 79.65 |
+| estonian-edt-ud-2.6-200830               | Gold tokenization | —      | —      | 97.75 | 98.29 | 96.48 | 95.28 | 95.40 | 89.66 | 87.06 | 80.93 | 80.44 |
+| estonian-ewt-ud-2.6-200830               | Raw text          | 98.96  | 70.09  | 95.00 | 96.30 | 93.74 | 91.31 | 93.81 | 81.07 | 77.55 | 69.14 | 70.69 |
+| estonian-ewt-ud-2.6-200830               | Gold tokenization | —      | —      | 96.22 | 97.37 | 94.65 | 92.37 | 94.83 | 86.37 | 82.55 | 73.03 | 74.39 |
+| finnish-tdt-ud-2.6-200830                | Raw text          | 99.70  | 88.64  | 97.63 | 98.25 | 96.05 | 95.11 | 92.06 | 90.11 | 88.10 | 82.04 | 77.91 |
+| finnish-tdt-ud-2.6-200830                | Gold tokenization | —      | —      | 97.97 | 98.56 | 96.37 | 95.48 | 92.38 | 91.69 | 89.63 | 83.30 | 79.18 |
+| finnish-ftb-ud-2.6-200830                | Raw text          | 99.91  | 86.84  | 96.52 | 95.08 | 96.72 | 93.82 | 95.73 | 89.93 | 87.32 | 80.13 | 80.74 |
+| finnish-ftb-ud-2.6-200830                | Gold tokenization | —      | —      | 96.85 | 95.31 | 96.87 | 94.16 | 95.83 | 91.99 | 89.34 | 82.64 | 83.05 |
+| french-gsd-ud-2.6-200830                 | Raw text          | 98.87  | 94.67  | 97.23 | 98.86 | 96.65 | 96.00 | 97.69 | 92.77 | 90.82 | 83.14 | 86.08 |
+| french-gsd-ud-2.6-200830                 | Gold tokenization | —      | —      | 98.29 | 99.99 | 97.63 | 96.94 | 98.80 | 94.46 | 92.63 | 84.72 | 87.21 |
+| french-sequoia-ud-2.6-200830             | Raw text          | 99.09  | 87.50  | 98.33 | —     | 97.25 | 96.79 | 98.16 | 93.90 | 92.45 | 86.54 | 89.25 |
+| french-sequoia-ud-2.6-200830             | Gold tokenization | —      | —      | 99.32 | —     | 98.19 | 97.78 | 99.09 | 95.80 | 94.43 | 88.78 | 90.78 |
+| french-partut-ud-2.6-200830              | Raw text          | 99.42  | 100.00 | 97.28 | 96.93 | 94.17 | 93.63 | 95.59 | 94.71 | 92.71 | 80.18 | 83.34 |
+| french-partut-ud-2.6-200830              | Gold tokenization | —      | —      | 97.89 | 97.54 | 94.74 | 94.20 | 96.20 | 95.47 | 93.62 | 81.20 | 84.28 |
+| french-spoken-ud-2.6-200830              | Raw text          | 99.06  | 21.15  | 96.49 | 96.44 | —     | 93.98 | 97.48 | 79.23 | 74.91 | 64.48 | 66.67 |
+| french-spoken-ud-2.6-200830              | Gold tokenization | —      | —      | 97.63 | 97.31 | —     | 95.00 | 98.28 | 87.27 | 82.51 | 74.23 | 75.56 |
+| galician-ctg-ud-2.6-200830               | Raw text          | 99.22  | 97.22  | 97.30 | 97.07 | 99.05 | 96.71 | 98.07 | 85.45 | 83.07 | 72.03 | 76.75 |
+| galician-ctg-ud-2.6-200830               | Gold tokenization | —      | —      | 98.04 | 97.79 | 99.83 | 97.43 | 98.82 | 87.22 | 84.73 | 74.05 | 78.78 |
+| galician-treegal-ud-2.6-200830           | Raw text          | 98.74  | 87.99  | 95.99 | 93.58 | 94.72 | 92.63 | 96.71 | 83.26 | 79.23 | 67.54 | 71.73 |
+| galician-treegal-ud-2.6-200830           | Gold tokenization | —      | —      | 97.23 | 94.65 | 95.76 | 93.73 | 97.89 | 86.57 | 82.30 | 71.04 | 75.71 |
+| german-hdt-ud-2.6-200830                 | Raw text          | 99.91  | 92.34  | 98.51 | 98.45 | 94.09 | 93.69 | 97.23 | 96.88 | 95.96 | 84.87 | 90.41 |
+| german-hdt-ud-2.6-200830                 | Gold tokenization | —      | —      | 98.62 | 98.57 | 94.21 | 93.81 | 97.32 | 97.57 | 96.67 | 85.53 | 91.10 |
+| german-gsd-ud-2.6-200830                 | Raw text          | 99.58  | 80.90  | 94.39 | 97.51 | 91.14 | 85.97 | 96.58 | 87.06 | 82.93 | 62.33 | 74.97 |
+| german-gsd-ud-2.6-200830                 | Gold tokenization | —      | —      | 94.73 | 97.96 | 91.65 | 86.51 | 96.95 | 89.36 | 85.31 | 64.33 | 77.26 |
+| gothic-proiel-ud-2.6-200830              | Raw text          | 100.00 | 31.12  | 96.39 | 96.90 | 90.18 | 88.05 | 94.70 | 74.10 | 68.48 | 55.16 | 62.26 |
+| gothic-proiel-ud-2.6-200830              | Gold tokenization | —      | —      | 96.81 | 97.26 | 91.12 | 89.28 | 94.77 | 83.73 | 77.93 | 65.37 | 70.85 |
+| greek-gdt-ud-2.6-200830                  | Raw text          | 99.87  | 90.19  | 97.99 | 98.00 | 95.57 | 94.91 | 95.53 | 93.00 | 91.16 | 81.28 | 80.73 |
+| greek-gdt-ud-2.6-200830                  | Gold tokenization | —      | —      | 98.14 | 98.14 | 95.69 | 95.02 | 95.61 | 93.82 | 91.95 | 82.03 | 81.53 |
+| hebrew-htb-ud-2.6-200830                 | Raw text          | 85.04  | 99.39  | 82.79 | 82.76 | 81.31 | 80.57 | 82.97 | 69.85 | 67.39 | 54.79 | 59.16 |
+| hebrew-htb-ud-2.6-200830                 | Gold tokenization | —      | —      | 97.48 | 97.48 | 96.03 | 95.36 | 97.23 | 91.83 | 89.25 | 78.52 | 81.02 |
+| hindi-hdtb-ud-2.6-200830                 | Raw text          | 100.00 | 98.90  | 97.64 | 97.29 | 94.18 | 92.32 | 98.78 | 95.32 | 92.37 | 79.24 | 87.69 |
+| hindi-hdtb-ud-2.6-200830                 | Gold tokenization | —      | —      | 97.65 | 97.29 | 94.21 | 92.35 | 98.78 | 95.44 | 92.49 | 79.41 | 87.84 |
+| hungarian-szeged-ud-2.6-200830           | Raw text          | 99.85  | 95.89  | 96.77 | —     | 94.32 | 93.51 | 94.97 | 87.78 | 84.24 | 74.80 | 77.84 |
+| hungarian-szeged-ud-2.6-200830           | Gold tokenization | —      | —      | 96.87 | —     | 94.45 | 93.61 | 95.09 | 88.28 | 84.73 | 75.27 | 78.26 |
+| indonesian-gsd-ud-2.6-200830             | Raw text          | 100.00 | 94.13  | 93.89 | 94.28 | 95.55 | 89.00 | 99.61 | 86.07 | 79.97 | 69.25 | 77.74 |
+| indonesian-gsd-ud-2.6-200830             | Gold tokenization | —      | —      | 93.90 | 94.26 | 95.52 | 88.98 | 99.61 | 86.32 | 80.18 | 69.51 | 78.00 |
+| irish-idt-ud-2.6-200830                  | Raw text          | 99.71  | 97.36  | 94.35 | 94.30 | 73.43 | 70.38 | 93.18 | 84.47 | 77.88 | 40.78 | 65.74 |
+| irish-idt-ud-2.6-200830                  | Gold tokenization | —      | —      | 94.59 | 94.60 | 73.65 | 70.63 | 93.41 | 84.98 | 78.30 | 40.94 | 65.87 |
+| italian-isdt-ud-2.6-200830               | Raw text          | 99.84  | 98.76  | 98.52 | 98.44 | 98.23 | 97.66 | 98.65 | 94.77 | 93.12 | 86.91 | 87.85 |
+| italian-isdt-ud-2.6-200830               | Gold tokenization | —      | —      | 98.68 | 98.60 | 98.38 | 97.81 | 98.81 | 95.07 | 93.44 | 87.20 | 88.19 |
+| italian-partut-ud-2.6-200830             | Raw text          | 99.73  | 100.00 | 98.41 | 98.52 | 98.27 | 97.77 | 98.74 | 96.07 | 93.90 | 87.45 | 88.95 |
+| italian-partut-ud-2.6-200830             | Gold tokenization | —      | —      | 98.54 | 98.65 | 98.38 | 97.88 | 98.93 | 96.18 | 93.98 | 87.48 | 89.15 |
+| italian-postwita-ud-2.6-200830           | Raw text          | 99.47  | 30.49  | 96.53 | 96.28 | 96.43 | 94.89 | 96.76 | 80.97 | 76.94 | 65.79 | 67.44 |
+| italian-postwita-ud-2.6-200830           | Gold tokenization | —      | —      | 97.06 | 96.79 | 96.89 | 95.41 | 97.18 | 88.04 | 83.76 | 75.23 | 76.98 |
+| italian-twittiro-ud-2.6-200830           | Raw text          | 99.06  | 36.80  | 95.99 | 95.86 | 95.22 | 93.37 | 94.68 | 81.69 | 77.38 | 64.34 | 65.32 |
+| italian-twittiro-ud-2.6-200830           | Gold tokenization | —      | —      | 97.01 | 96.77 | 96.14 | 94.42 | 95.50 | 87.84 | 83.43 | 71.64 | 72.68 |
+| italian-vit-ud-2.6-200830                | Raw text          | 99.69  | 94.69  | 97.86 | 97.07 | 97.38 | 95.76 | 98.64 | 92.03 | 89.20 | 80.39 | 83.83 |
+| italian-vit-ud-2.6-200830                | Gold tokenization | —      | —      | 98.16 | 97.49 | 97.66 | 96.16 | 98.92 | 92.77 | 89.91 | 81.15 | 84.53 |
+| japanese-gsd-ud-2.6-200830               | Raw text          | 95.34  | 94.61  | 93.67 | 93.56 | 95.32 | 92.74 | 95.02 | 85.11 | 84.01 | 76.23 | 77.83 |
+| japanese-gsd-ud-2.6-200830               | Gold tokenization | —      | —      | 98.03 | 97.71 | 99.99 | 96.83 | 99.61 | 94.73 | 93.41 | 87.64 | 89.28 |
+| korean-kaist-ud-2.6-200830               | Raw text          | 99.95  | 100.00 | 95.89 | 87.82 | —     | 87.62 | 94.23 | 89.41 | 87.58 | 82.32 | 80.34 |
+| korean-kaist-ud-2.6-200830               | Gold tokenization | —      | —      | 95.94 | 87.85 | —     | 87.66 | 94.27 | 89.51 | 87.67 | 82.42 | 80.42 |
+| korean-gsd-ud-2.6-200830                 | Raw text          | 99.87  | 93.93  | 96.61 | 90.19 | 99.69 | 88.03 | 93.51 | 88.68 | 85.04 | 80.93 | 77.36 |
+| korean-gsd-ud-2.6-200830                 | Gold tokenization | —      | —      | 96.74 | 90.32 | 99.82 | 88.16 | 93.64 | 89.50 | 85.84 | 81.76 | 78.14 |
+| latin-ittb-ud-2.6-200830                 | Raw text          | 99.99  | 92.44  | 98.54 | 96.35 | 96.92 | 95.12 | 98.94 | 90.31 | 88.16 | 82.19 | 85.37 |
+| latin-ittb-ud-2.6-200830                 | Gold tokenization | —      | —      | 98.52 | 96.37 | 96.92 | 95.11 | 98.93 | 91.24 | 89.07 | 82.62 | 85.88 |
+| latin-llct-ud-2.6-200830                 | Raw text          | 100.00 | 99.49  | 99.60 | 97.13 | 97.11 | 96.63 | 97.68 | 95.48 | 94.35 | 89.31 | 90.44 |
+| latin-llct-ud-2.6-200830                 | Gold tokenization | —      | —      | 99.60 | 97.14 | 97.11 | 96.63 | 97.68 | 95.54 | 94.40 | 89.40 | 90.53 |
+| latin-proiel-ud-2.6-200830               | Raw text          | 99.87  | 36.81  | 96.67 | 96.81 | 90.71 | 89.59 | 96.16 | 74.44 | 69.97 | 57.51 | 64.96 |
+| latin-proiel-ud-2.6-200830               | Gold tokenization | —      | —      | 97.07 | 97.16 | 91.53 | 90.52 | 96.42 | 83.78 | 79.04 | 67.58 | 73.88 |
+| latin-perseus-ud-2.6-200830              | Raw text          | 100.00 | 98.46  | 91.65 | 81.18 | 86.33 | 78.75 | 88.05 | 78.09 | 68.97 | 52.82 | 56.03 |
+| latin-perseus-ud-2.6-200830              | Gold tokenization | —      | —      | 91.64 | 81.17 | 86.33 | 78.74 | 88.04 | 78.21 | 69.07 | 52.84 | 55.99 |
+| latvian-lvtb-ud-2.6-200830               | Raw text          | 99.32  | 98.74  | 96.28 | 89.64 | 93.79 | 88.84 | 95.81 | 88.31 | 85.26 | 75.23 | 79.56 |
+| latvian-lvtb-ud-2.6-200830               | Gold tokenization | —      | —      | 96.92 | 90.24 | 94.40 | 89.43 | 96.45 | 89.33 | 86.23 | 76.29 | 80.60 |
+| lithuanian-alksnis-ud-2.6-200830         | Raw text          | 99.91  | 87.87  | 95.97 | 90.37 | 91.07 | 89.41 | 93.61 | 82.54 | 78.70 | 67.95 | 71.30 |
+| lithuanian-alksnis-ud-2.6-200830         | Gold tokenization | —      | —      | 96.04 | 90.40 | 91.18 | 89.49 | 93.70 | 83.93 | 80.08 | 69.02 | 72.43 |
+| lithuanian-hse-ud-2.6-200830             | Raw text          | 97.30  | 97.30  | 89.66 | 89.28 | 81.45 | 77.07 | 87.98 | 70.92 | 62.53 | 44.26 | 53.76 |
+| lithuanian-hse-ud-2.6-200830             | Gold tokenization | —      | —      | 91.23 | 91.32 | 83.21 | 78.40 | 90.28 | 73.77 | 64.53 | 45.25 | 54.68 |
+| maltese-mudt-ud-2.6-200830               | Raw text          | 99.84  | 86.29  | 95.77 | 95.66 | —     | 95.30 | —     | 84.76 | 79.76 | 68.39 | 72.24 |
+| maltese-mudt-ud-2.6-200830               | Gold tokenization | —      | —      | 95.88 | 95.77 | —     | 95.40 | —     | 85.46 | 80.38 | 68.69 | 72.66 |
+| marathi-ufal-ud-2.6-200830               | Raw text          | 90.25  | 92.63  | 78.50 | —     | 65.25 | 61.50 | 80.00 | 61.25 | 53.50 | 31.73 | 40.92 |
+| marathi-ufal-ud-2.6-200830               | Gold tokenization | —      | —      | 84.22 | —     | 68.69 | 63.83 | 80.10 | 70.39 | 60.92 | 31.95 | 42.32 |
+| naija-nsc-ud-2.6-200830                  | Raw text          | 100.00 | 99.56  | 98.14 | —     | 99.16 | 97.77 | 99.27 | 92.46 | 89.81 | 84.18 | 86.20 |
+| naija-nsc-ud-2.6-200830                  | Gold tokenization | —      | —      | 98.14 | —     | 99.16 | 97.77 | 99.27 | 92.50 | 89.84 | 84.25 | 86.26 |
+| north_sami-giella-ud-2.6-200830          | Raw text          | 99.87  | 98.79  | 92.35 | 93.57 | 89.40 | 85.61 | 86.85 | 76.66 | 71.84 | 60.71 | 58.95 |
+| north_sami-giella-ud-2.6-200830          | Gold tokenization | —      | —      | 92.47 | 93.70 | 89.56 | 85.75 | 86.96 | 76.97 | 72.16 | 60.95 | 59.19 |
+| norwegian-bokmaal-ud-2.6-200830          | Raw text          | 99.83  | 95.63  | 98.37 | —     | 97.52 | 96.86 | 98.55 | 93.74 | 92.26 | 87.03 | 88.76 |
+| norwegian-bokmaal-ud-2.6-200830          | Gold tokenization | —      | —      | 98.57 | —     | 97.71 | 97.05 | 98.75 | 94.48 | 93.00 | 87.67 | 89.43 |
+| norwegian-nynorsk-ud-2.6-200830          | Raw text          | 99.91  | 94.11  | 98.36 | —     | 97.38 | 96.67 | 98.37 | 93.86 | 92.11 | 86.07 | 88.11 |
+| norwegian-nynorsk-ud-2.6-200830          | Gold tokenization | —      | —      | 98.50 | —     | 97.51 | 96.80 | 98.50 | 94.66 | 92.93 | 86.95 | 89.01 |
+| norwegian-nynorsklia-ud-2.6-200830       | Raw text          | 99.91  | 99.53  | 96.45 | —     | 95.71 | 93.62 | 98.05 | 80.90 | 76.53 | 65.74 | 69.55 |
+| norwegian-nynorsklia-ud-2.6-200830       | Gold tokenization | —      | —      | 96.55 | —     | 95.79 | 93.72 | 98.14 | 81.15 | 76.76 | 65.94 | 69.80 |
+| old_church_slavonic-proiel-ud-2.6-200830 | Raw text          | 100.00 | 41.43  | 96.58 | 96.83 | 90.44 | 89.17 | 93.19 | 77.42 | 73.57 | 63.51 | 68.53 |
+| old_church_slavonic-proiel-ud-2.6-200830 | Gold tokenization | —      | —      | 96.89 | 97.09 | 91.22 | 89.97 | 93.20 | 87.95 | 83.81 | 73.92 | 77.26 |
+| old_french-srcmf-ud-2.6-200830           | Raw text          | 99.93  | 100.00 | 96.40 | 96.27 | 97.80 | 95.58 | —     | 92.28 | 87.74 | 81.08 | 84.17 |
+| old_french-srcmf-ud-2.6-200830           | Gold tokenization | —      | —      | 96.47 | 96.33 | 97.86 | 95.64 | —     | 92.36 | 87.81 | 81.17 | 84.26 |
+| old_russian-torot-ud-2.6-200830          | Raw text          | 100.00 | 29.60  | 94.33 | 94.39 | 87.51 | 85.16 | 85.82 | 70.66 | 65.18 | 51.26 | 53.18 |
+| old_russian-torot-ud-2.6-200830          | Gold tokenization | —      | —      | 94.93 | 94.99 | 88.44 | 86.35 | 85.77 | 83.15 | 77.17 | 63.78 | 62.66 |
+| old_russian-rnc-ud-2.6-200830            | Raw text          | 98.15  | 85.46  | 91.80 | 87.74 | 75.83 | 66.63 | 74.94 | 63.08 | 57.53 | 33.85 | 35.04 |
+| old_russian-rnc-ud-2.6-200830            | Gold tokenization | —      | —      | 93.34 | 89.43 | 77.09 | 67.76 | 76.13 | 66.86 | 60.73 | 36.05 | 37.07 |
+| persian-seraji-ud-2.6-200830             | Raw text          | 99.65  | 98.75  | 97.69 | 97.66 | 97.75 | 97.29 | 96.67 | 91.09 | 88.15 | 83.43 | 82.26 |
+| persian-seraji-ud-2.6-200830             | Gold tokenization | —      | —      | 97.98 | 97.97 | 98.07 | 97.60 | 96.94 | 91.74 | 88.76 | 84.00 | 82.82 |
+| polish-pdb-ud-2.6-200830                 | Raw text          | 99.85  | 97.33  | 98.88 | 95.73 | 95.84 | 95.03 | 98.05 | 94.02 | 92.01 | 84.93 | 88.08 |
+| polish-pdb-ud-2.6-200830                 | Gold tokenization | —      | —      | 99.04 | 95.88 | 95.99 | 95.18 | 98.19 | 94.51 | 92.50 | 85.36 | 88.52 |
+| polish-lfg-ud-2.6-200830                 | Raw text          | 99.85  | 99.65  | 98.92 | 95.99 | 96.51 | 95.06 | 98.27 | 96.89 | 95.52 | 89.73 | 92.45 |
+| polish-lfg-ud-2.6-200830                 | Gold tokenization | —      | —      | 99.09 | 96.18 | 96.70 | 95.25 | 98.41 | 97.29 | 95.91 | 90.12 | 92.77 |
+| portuguese-gsd-ud-2.6-200830             | Raw text          | 99.84  | 97.50  | 98.53 | 98.52 | 99.71 | 98.43 | 99.33 | 94.57 | 93.47 | 88.69 | 90.02 |
+| portuguese-gsd-ud-2.6-200830             | Gold tokenization | —      | —      | 98.69 | 98.69 | 99.87 | 98.59 | 99.49 | 94.94 | 93.82 | 89.11 | 90.36 |
+| portuguese-bosque-ud-2.6-200830          | Raw text          | 99.55  | 90.64  | 97.19 | —     | 96.17 | 94.79 | 97.98 | 92.32 | 89.72 | 79.29 | 84.22 |
+| portuguese-bosque-ud-2.6-200830          | Gold tokenization | —      | —      | 97.60 | —     | 96.49 | 95.11 | 98.42 | 93.53 | 90.80 | 80.42 | 85.51 |
+| romanian-rrt-ud-2.6-200830               | Raw text          | 99.69  | 95.28  | 97.79 | 97.18 | 97.32 | 96.81 | 98.20 | 91.83 | 87.56 | 80.00 | 82.17 |
+| romanian-rrt-ud-2.6-200830               | Gold tokenization | —      | —      | 98.08 | 97.44 | 97.60 | 97.08 | 98.49 | 92.74 | 88.38 | 80.82 | 82.88 |
+| romanian-nonstandard-ud-2.6-200830       | Raw text          | 98.35  | 96.73  | 95.61 | 91.38 | 90.03 | 88.67 | 94.23 | 88.89 | 84.47 | 67.59 | 75.81 |
+| romanian-nonstandard-ud-2.6-200830       | Gold tokenization | —      | —      | 97.21 | 92.90 | 91.53 | 90.13 | 95.74 | 91.00 | 86.49 | 69.53 | 77.28 |
+| russian-syntagrus-ud-2.6-200830          | Raw text          | 99.60  | 98.80  | 98.86 | —     | 97.60 | 97.38 | 98.33 | 94.22 | 92.97 | 89.27 | 90.35 |
+| russian-syntagrus-ud-2.6-200830          | Gold tokenization | —      | —      | 99.27 | —     | 97.98 | 97.76 | 98.68 | 94.99 | 93.72 | 89.90 | 90.95 |
+| russian-gsd-ud-2.6-200830                | Raw text          | 99.50  | 96.22  | 98.03 | 97.51 | 94.76 | 93.60 | 96.89 | 91.66 | 88.38 | 80.67 | 84.18 |
+| russian-gsd-ud-2.6-200830                | Gold tokenization | —      | —      | 98.49 | 97.98 | 95.17 | 93.97 | 97.27 | 92.77 | 89.43 | 81.44 | 85.05 |
+| russian-taiga-ud-2.6-200830              | Raw text          | 97.16  | 82.69  | 94.13 | 95.72 | 90.01 | 87.50 | 93.05 | 81.17 | 76.99 | 65.28 | 69.94 |
+| russian-taiga-ud-2.6-200830              | Gold tokenization | —      | —      | 96.47 | 98.56 | 92.72 | 89.87 | 95.68 | 85.57 | 80.81 | 68.93 | 73.90 |
+| sanskrit-vedic-ud-2.6-200830             | Raw text          | 100.00 | 27.18  | 89.50 | —     | 81.72 | 77.12 | 87.11 | 60.79 | 49.75 | 41.65 | 44.67 |
+| sanskrit-vedic-ud-2.6-200830             | Gold tokenization | —      | —      | 90.01 | —     | 83.11 | 78.58 | 87.24 | 73.34 | 61.55 | 51.87 | 54.91 |
+| scottish_gaelic-arcosg-ud-2.6-200830     | Raw text          | 99.58  | 55.57  | 93.63 | 87.07 | 89.78 | 85.43 | 95.41 | 77.66 | 71.86 | 55.15 | 60.51 |
+| scottish_gaelic-arcosg-ud-2.6-200830     | Gold tokenization | —      | —      | 94.26 | 87.84 | 90.23 | 86.30 | 95.85 | 83.77 | 77.61 | 62.05 | 68.26 |
+| serbian-set-ud-2.6-200830                | Raw text          | 99.99  | 93.00  | 98.98 | 95.75 | 95.92 | 95.35 | 97.82 | 93.66 | 91.18 | 83.18 | 86.80 |
+| serbian-set-ud-2.6-200830                | Gold tokenization | —      | —      | 99.01 | 95.78 | 95.94 | 95.39 | 97.83 | 94.33 | 91.82 | 83.84 | 87.45 |
+| slovak-snk-ud-2.6-200830                 | Raw text          | 100.00 | 85.28  | 97.19 | 87.79 | 92.66 | 86.71 | 96.52 | 91.71 | 89.60 | 78.75 | 84.54 |
+| slovak-snk-ud-2.6-200830                 | Gold tokenization | —      | —      | 97.30 | 88.06 | 92.84 | 86.98 | 96.60 | 93.68 | 91.57 | 80.55 | 86.59 |
+| slovenian-ssj-ud-2.6-200830              | Raw text          | 97.99  | 67.98  | 96.93 | 94.35 | 94.56 | 93.95 | 96.59 | 88.09 | 86.65 | 80.90 | 83.58 |
+| slovenian-ssj-ud-2.6-200830              | Gold tokenization | —      | —      | 98.86 | 96.44 | 96.69 | 96.01 | 98.54 | 94.41 | 92.96 | 86.68 | 89.30 |
+| slovenian-sst-ud-2.6-200830              | Raw text          | 99.85  | 23.14  | 94.70 | 92.70 | 92.52 | 89.74 | 97.14 | 64.23 | 59.57 | 49.25 | 52.95 |
+| slovenian-sst-ud-2.6-200830              | Gold tokenization | —      | —      | 95.71 | 93.11 | 92.94 | 90.90 | 97.46 | 77.81 | 72.24 | 62.71 | 67.18 |
+| spanish-ancora-ud-2.6-200830             | Raw text          | 99.95  | 98.32  | 99.09 | 99.02 | 98.87 | 98.33 | 99.36 | 93.62 | 91.78 | 86.82 | 88.06 |
+| spanish-ancora-ud-2.6-200830             | Gold tokenization | —      | —      | 99.14 | 99.06 | 98.91 | 98.37 | 99.40 | 93.83 | 91.97 | 87.01 | 88.24 |
+| spanish-gsd-ud-2.6-200830                | Raw text          | 99.76  | 94.54  | 97.17 | —     | 97.05 | 95.32 | 98.80 | 92.00 | 89.70 | 79.23 | 84.49 |
+| spanish-gsd-ud-2.6-200830                | Gold tokenization | —      | —      | 97.40 | —     | 97.27 | 95.54 | 99.02 | 92.73 | 90.38 | 79.93 | 85.13 |
+| swedish-talbanken-ud-2.6-200830          | Raw text          | 99.89  | 96.13  | 98.41 | 97.26 | 97.33 | 96.46 | 98.19 | 91.99 | 89.68 | 83.63 | 85.82 |
+| swedish-talbanken-ud-2.6-200830          | Gold tokenization | —      | —      | 98.51 | 97.38 | 97.44 | 96.57 | 98.30 | 92.46 | 90.14 | 84.12 | 86.33 |
+| swedish-lines-ud-2.6-200830              | Raw text          | 99.96  | 87.20  | 97.71 | 95.47 | 90.89 | 88.10 | 97.76 | 89.14 | 85.80 | 71.44 | 81.67 |
+| swedish-lines-ud-2.6-200830              | Gold tokenization | —      | —      | 97.75 | 95.48 | 90.91 | 88.09 | 97.79 | 89.91 | 86.52 | 72.13 | 82.48 |
+| tamil-ttb-ud-2.6-200830                  | Raw text          | 94.51  | 97.52  | 88.39 | 82.92 | 85.30 | 82.11 | 89.15 | 70.28 | 64.91 | 54.93 | 58.46 |
+| tamil-ttb-ud-2.6-200830                  | Gold tokenization | —      | —      | 93.36 | 87.28 | 90.10 | 86.22 | 93.97 | 78.03 | 71.79 | 61.09 | 64.80 |
+| telugu-mtg-ud-2.6-200830                 | Raw text          | 99.58  | 96.62  | 93.63 | 93.63 | 98.48 | 93.63 | —     | 90.17 | 83.52 | 76.00 | 79.62 |
+| telugu-mtg-ud-2.6-200830                 | Gold tokenization | —      | —      | 94.04 | 94.04 | 98.89 | 94.04 | —     | 91.12 | 84.47 | 76.84 | 80.46 |
+| turkish-imst-ud-2.6-200830               | Raw text          | 98.30  | 96.97  | 94.48 | 93.69 | 92.06 | 89.95 | 94.41 | 72.63 | 66.80 | 58.31 | 61.57 |
+| turkish-imst-ud-2.6-200830               | Gold tokenization | —      | —      | 96.10 | 95.32 | 93.66 | 91.50 | 96.00 | 76.10 | 69.93 | 60.33 | 63.83 |
+| ukrainian-iu-ud-2.6-200830               | Raw text          | 99.81  | 96.61  | 97.89 | 94.22 | 94.18 | 93.13 | 97.39 | 90.59 | 88.24 | 78.76 | 83.19 |
+| ukrainian-iu-ud-2.6-200830               | Gold tokenization | —      | —      | 98.10 | 94.42 | 94.34 | 93.30 | 97.56 | 91.11 | 88.75 | 79.11 | 83.59 |
+| urdu-udtb-ud-2.6-200830                  | Raw text          | 100.00 | 98.31  | 94.10 | 92.27 | 82.89 | 78.41 | 97.38 | 88.27 | 82.63 | 56.79 | 74.77 |
+| urdu-udtb-ud-2.6-200830                  | Gold tokenization | —      | —      | 94.08 | 92.26 | 82.92 | 78.43 | 97.39 | 88.37 | 82.74 | 56.90 | 74.92 |
+| uyghur-udt-ud-2.6-200830                 | Raw text          | 99.54  | 81.81  | 89.24 | 91.70 | 88.47 | 80.04 | 94.76 | 76.58 | 64.72 | 46.67 | 55.08 |
+| uyghur-udt-ud-2.6-200830                 | Gold tokenization | —      | —      | 89.67 | 92.21 | 88.92 | 80.47 | 95.27 | 78.39 | 66.27 | 47.53 | 56.23 |
+| vietnamese-vtb-ud-2.6-200830             | Raw text          | 85.37  | 93.46  | 78.19 | 76.69 | 85.11 | 76.53 | 85.15 | 52.80 | 47.90 | 41.56 | 44.31 |
+| vietnamese-vtb-ud-2.6-200830             | Gold tokenization | —      | —      | 90.56 | 88.69 | 99.72 | 88.47 | 99.58 | 72.63 | 65.26 | 58.85 | 62.42 |
+| welsh-ccg-ud-2.6-200830                  | Raw text          | 99.42  | 96.28  | 94.02 | 92.96 | 89.04 | 86.39 | 92.88 | 85.79 | 79.16 | 60.98 | 66.81 |
+| welsh-ccg-ud-2.6-200830                  | Gold tokenization | —      | —      | 94.54 | 93.51 | 89.52 | 86.83 | 93.46 | 87.04 | 80.35 | 62.14 | 68.05 |
+| wolof-wtb-ud-2.6-200830                  | Raw text          | 99.23  | 91.95  | 94.25 | 94.12 | 93.37 | 91.19 | 95.22 | 83.79 | 78.59 | 66.50 | 70.09 |
+| wolof-wtb-ud-2.6-200830                  | Gold tokenization | —      | —      | 95.19 | 95.03 | 94.22 | 92.10 | 95.97 | 85.98 | 80.75 | 68.61 | 72.08 |

udpipe2/docs/scripts/html

@@ -0,0 +1,17 @@
+#!/bin/sh
+
+cat <<EOF
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="utf-8">
+  </head>
+  <body>
+EOF
+
+cat
+
+cat <<EOF
+  </body>
+</html>
+EOF

udpipe2/docs/scripts/md

@@ -0,0 +1,47 @@
+#!/usr/bin/env nodejs
+'use strict';
+
+var fs = require('fs');
+
+var args = process.argv.slice(2);
+
+// Initialize markdown-it and plugins
+var md = require('./markdown-it.min.js')({
+  html: true,
+  xhtmlOut: false,
+  breaks: false,
+  linkify: true,
+  typographer: false
+});
+md.renderer.rules.table_open = function () { return '<table class="table table-condensed table-bordered table-striped">\n'; };
+
+// Main callback
+function process_data(err, data) {
+  if (err) {
+    console.error(err.stack);
+    process.exit(1);
+  }
+
+  var output;
+  try {
+    output = md.render(data);
+  } catch (err) {
+    console.error(err.stack);
+    process.exit(1);
+  }
+
+  if (args.length >= 2) {
+    fs.writeFileSync(args[1], output);
+  } else {
+    process.stdout.write(output);
+  }
+}
+
+// Load and process data
+if (args.length >= 1) {
+  fs.readFile(args[0], 'utf-8', process_data);
+} else {
+  var chunks = [];
+  process.stdin.on('data', function (chunk) { chunks.push(chunk); });
+  process.stdin.on('end', function () { process_data(null, Buffer.concat(chunks).toString('utf-8')); });
+}

udpipe2/docs/scripts/preprocess

@@ -0,0 +1,3 @@
+#!/bin/sh
+
+perl -ple '$_ = "<h${\(length $1)} id=\"$3\">$2</h${\(length $1)}>" if /^(#+)\s*(.*?)\s*#(\S+)$/'

udpipe2/docs/udpipe_2.md

@@ -0,0 +1,58 @@
+# UDPipe 2
+
+UDPipe 2 is a Python prototype, capable of performing tagging, lemmatization and
+syntactic analysis of CoNLL-U input. It took part in several competitions,
+reaching excellent results in all of them:
+- one of the winners of the [CoNLL 2018 Shared Task](https://www.aclweb.org/anthology/K18-2001/)
+- one of the winners of the [SIGMORPHON 2019 Shared Task 2](https://www.aclweb.org/anthology/W19-4226/)
+- the winner of [EvaLatin 2020](https://www.aclweb.org/anthology/2020.lt4hala-1.16/)
+
+Compared to UDPipe 1, it is Python-only, it does not perform tokenization, and
+the models require more computation power.
+
+## REST Service
+
+The UDPipe 2 models are currently available from the
+[LINDAT UDPipe REST Service](https://lindat.mff.cuni.cz/services/udpipe/).
+Apart from the web interface, you can use the
+[udpipe2_client.py](https://github.com/ufal/udpipe/blob/udpipe-2/udpipe2_client.py)
+script to process your files through the service.
+
+## Getting UDPipe 2
+
+You can get UDPipe 2 sources from the
+[udpipe-2 branch of the UDPipe repository](https://github.com/ufal/udpipe/tree/udpipe-2).
+The sources can be used to both train a new model and to run a local REST server
+for inference.
+
+## Models
+
+The available models are described [on a separate page](/udpipe/2/models).
+
+<h2 id="udpipe2_acknowledgements">Acknowledgements</h2>
+
+This work has been supported by the Ministry of Education, Youth and Sports of
+the Czech Republic, Project No. LM2018101 LINDAT/CLARIAH-CZ.
+
+## Publications
+
+- Milan Straka (2018): [UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task](https://www.aclweb.org/anthology/K18-2020/). In: Proceedings of CoNLL 2018: The SIGNLL Conference on Computational Natural Language Learning, pp. 197-207, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-72-8
+- Milan Straka, Jana Straková, Jan Hajič (2019): [UDPipe at SIGMORPHON 2019: Contextualized Embeddings, Regularization with Morphological Categories, Corpora Merging](https://www.aclweb.org/anthology/W19-4212/). In: Proceedings of the 16th SIGMORPHON Workshop on Computational Research in Phonetics, Phonology, and Morphology, pp. 95-103, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-950737-36-9
+- Milan Straka, Jana Straková, Jan Hajič (2019): [Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing](https://arxiv.org/abs/1908.07448). In: ArXiv.org Computing Research Repository, ISSN 2331-8422, 1904.02099
+
+## Bibtex for Referencing
+
+```
+@InProceedings{straka-2018-udpipe,
+    title = "{UDP}ipe 2.0 Prototype at {C}o{NLL} 2018 {UD} Shared Task",
+    author = "Straka, Milan",
+    booktitle = "Proceedings of the {C}o{NLL} 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies",
+    month = oct,
+    year = "2018",
+    address = "Brussels, Belgium",
+    publisher = "Association for Computational Linguistics",
+    url = "https://www.aclweb.org/anthology/K18-2020",
+    doi = "10.18653/v1/K18-2020",
+    pages = "197--207",
+}
+```

udpipe2/models-2.10/.gitignore

@@ -0,0 +1 @@
+/*-220711.model

udpipe2/models-2.10/EVALUATION-logs.txt

@@ -0,0 +1,124 @@
+af_afribooms     UPOS:  98.77,  XPOS:  95.63,   UFeats:  98.31,   AllTags:  95.51,  Lemmas:  97.53,   UAS:  90.72,  LAS:  87.80,  CLAS:  82.75,  MLAS:  79.21,  BLEX:  78.99
+ar_padt          UPOS:  97.02,  XPOS:  94.38,   UFeats:  94.53,   AllTags:  94.07,  Lemmas:  95.31,   UAS:  88.13,  LAS:  83.51,  CLAS:  80.41,  MLAS:  74.57,  BLEX:  76.16
+be_hse           UPOS:  98.81,  XPOS:  96.74,   UFeats:  94.94,   AllTags:  92.87,  Lemmas:  93.86,   UAS:  89.55,  LAS:  87.39,  CLAS:  84.54,  MLAS:  78.23,  BLEX:  78.12
+bg_btb           UPOS:  99.29,  XPOS:  97.30,   UFeats:  98.06,   AllTags:  96.95,  Lemmas:  98.09,   UAS:  95.24,  LAS:  92.44,  CLAS:  89.62,  MLAS:  86.49,  BLEX:  87.03
+ca_ancora        UPOS:  99.14,  XPOS:  97.32,   UFeats:  98.79,   AllTags:  97.07,  Lemmas:  99.46,   UAS:  95.02,  LAS:  93.31,  CLAS:  89.78,  MLAS:  87.69,  BLEX:  89.13
+cop_scriptorium  UPOS:  96.94,  XPOS:  96.78,   UFeats:  97.51,   AllTags:  95.50,  Lemmas:  97.01,   UAS:  90.48,  LAS:  87.70,  CLAS:  81.89,  MLAS:  76.04,  BLEX:  79.55
+cs_cac           UPOS:  99.73,  XPOS:  98.58,   UFeats:  98.38,   AllTags:  98.13,  Lemmas:  99.19,   UAS:  96.09,  LAS:  94.73,  CLAS:  93.70,  MLAS:  91.09,  BLEX:  92.67
+cs_cltt          UPOS:  99.47,  XPOS:  95.47,   UFeats:  95.59,   AllTags:  95.15,  Lemmas:  99.47,   UAS:  91.28,  LAS:  89.73,  CLAS:  87.29,  MLAS:  81.76,  BLEX:  86.82
+cs_fictree       UPOS:  99.18,  XPOS:  97.08,   UFeats:  97.83,   AllTags:  96.87,  Lemmas:  99.36,   UAS:  96.46,  LAS:  94.97,  CLAS:  93.80,  MLAS:  89.69,  BLEX:  92.92
+cs_pdt           UPOS:  99.45,  XPOS:  98.47,   UFeats:  98.40,   AllTags:  98.08,  Lemmas:  99.28,   UAS:  95.64,  LAS:  94.23,  CLAS:  93.35,  MLAS:  90.86,  BLEX:  92.50
+cu_proiel        UPOS:  97.08,  XPOS:  97.28,   UFeats:  91.05,   AllTags:  89.88,  Lemmas:  93.14,   UAS:  88.30,  LAS:  84.19,  CLAS:  82.97,  MLAS:  73.96,  BLEX:  77.40
+cy_ccg           UPOS:  95.84,  XPOS:  94.87,   UFeats:  90.27,   AllTags:  88.01,  Lemmas:  94.44,   UAS:  87.85,  LAS:  81.82,  CLAS:  76.78,  MLAS:  64.29,  BLEX:  70.19
+da_ddt           UPOS:  98.16,  XPOS:  100.00,  UFeats:  97.55,   AllTags:  96.77,  Lemmas:  97.45,   UAS:  89.46,  LAS:  87.42,  CLAS:  85.26,  MLAS:  80.41,  BLEX:  82.17
+de_gsd           UPOS:  95.94,  XPOS:  97.87,   UFeats:  90.62,   AllTags:  87.59,  Lemmas:  96.96,   UAS:  89.28,  LAS:  85.04,  CLAS:  80.96,  MLAS:  65.30,  BLEX:  76.75
+de_hdt           UPOS:  98.62,  XPOS:  98.58,   UFeats:  94.22,   AllTags:  93.83,  Lemmas:  97.26,   UAS:  97.63,  LAS:  96.75,  CLAS:  94.81,  MLAS:  85.45,  BLEX:  91.08
+el_gdt           UPOS:  98.23,  XPOS:  98.24,   UFeats:  95.83,   AllTags:  95.15,  Lemmas:  95.70,   UAS:  93.85,  LAS:  92.04,  CLAS:  88.57,  MLAS:  82.21,  BLEX:  81.75
+en_atis          UPOS:  98.97,  XPOS:  100.00,  UFeats:  98.56,   AllTags:  98.13,  Lemmas:  99.94,   UAS:  95.88,  LAS:  94.26,  CLAS:  92.50,  MLAS:  89.80,  BLEX:  92.40
+en_ewt           UPOS:  97.35,  XPOS:  97.06,   UFeats:  97.51,   AllTags:  95.71,  Lemmas:  98.07,   UAS:  92.62,  LAS:  90.57,  CLAS:  88.15,  MLAS:  84.02,  BLEX:  85.98
+en_gum           UPOS:  98.27,  XPOS:  98.26,   UFeats:  98.21,   AllTags:  97.23,  Lemmas:  99.09,   UAS:  93.17,  LAS:  91.19,  CLAS:  88.17,  MLAS:  85.40,  BLEX:  87.04
+en_lines         UPOS:  97.79,  XPOS:  96.84,   UFeats:  97.07,   AllTags:  94.48,  Lemmas:  98.47,   UAS:  92.09,  LAS:  89.17,  CLAS:  86.34,  MLAS:  81.03,  BLEX:  84.34
+en_partut        UPOS:  97.48,  XPOS:  97.36,   UFeats:  96.57,   AllTags:  95.51,  Lemmas:  98.42,   UAS:  94.48,  LAS:  92.46,  CLAS:  89.24,  MLAS:  83.68,  BLEX:  87.62
+es_ancora        UPOS:  99.11,  XPOS:  96.07,   UFeats:  98.80,   AllTags:  95.62,  Lemmas:  99.42,   UAS:  93.88,  LAS:  91.97,  CLAS:  88.73,  MLAS:  86.57,  BLEX:  88.04
+es_gsd           UPOS:  97.39,  XPOS:  100.00,  UFeats:  97.20,   AllTags:  95.53,  Lemmas:  98.97,   UAS:  92.65,  LAS:  90.32,  CLAS:  86.46,  MLAS:  79.43,  BLEX:  85.05
+et_edt           UPOS:  97.81,  XPOS:  98.36,   UFeats:  96.36,   AllTags:  95.17,  Lemmas:  95.43,   UAS:  89.71,  LAS:  87.03,  CLAS:  85.53,  MLAS:  80.74,  BLEX:  80.37
+et_ewt           UPOS:  96.65,  XPOS:  97.43,   UFeats:  95.17,   AllTags:  93.07,  Lemmas:  94.97,   UAS:  86.76,  LAS:  83.24,  CLAS:  80.95,  MLAS:  74.74,  BLEX:  75.57
+eu_bdt           UPOS:  96.30,  XPOS:  100.00,  UFeats:  93.50,   AllTags:  91.48,  Lemmas:  96.39,   UAS:  87.48,  LAS:  84.36,  CLAS:  83.23,  MLAS:  74.75,  BLEX:  79.86
+fa_perdt         UPOS:  97.78,  XPOS:  97.65,   UFeats:  97.91,   AllTags:  95.88,  Lemmas:  99.19,   UAS:  94.18,  LAS:  91.95,  CLAS:  90.15,  MLAS:  86.72,  BLEX:  89.23
+fa_seraji        UPOS:  98.24,  XPOS:  98.29,   UFeats:  98.29,   AllTags:  97.77,  Lemmas:  96.80,   UAS:  92.36,  LAS:  89.48,  CLAS:  86.84,  MLAS:  84.78,  BLEX:  83.40
+fi_ftb           UPOS:  97.00,  XPOS:  95.36,   UFeats:  96.91,   AllTags:  94.28,  Lemmas:  95.67,   UAS:  91.91,  LAS:  89.22,  CLAS:  86.82,  MLAS:  82.47,  BLEX:  82.83
+fi_tdt           UPOS:  97.92,  XPOS:  98.49,   UFeats:  96.30,   AllTags:  95.41,  Lemmas:  92.45,   UAS:  91.51,  LAS:  89.46,  CLAS:  87.88,  MLAS:  83.17,  BLEX:  79.15
+fo_farpahc       UPOS:  97.63,  XPOS:  93.28,   UFeats:  94.72,   AllTags:  92.70,  Lemmas:  100.00,  UAS:  86.82,  LAS:  83.10,  CLAS:  76.51,  MLAS:  69.17,  BLEX:  76.51
+fr_gsd           UPOS:  98.44,  XPOS:  100.00,  UFeats:  98.47,   AllTags:  97.71,  Lemmas:  98.75,   UAS:  94.55,  LAS:  92.71,  CLAS:  89.22,  MLAS:  86.34,  BLEX:  87.59
+fr_parisstories  UPOS:  96.81,  XPOS:  100.00,  UFeats:  94.89,   AllTags:  92.68,  Lemmas:  97.98,   UAS:  81.66,  LAS:  76.48,  CLAS:  70.99,  MLAS:  62.48,  BLEX:  69.32
+fr_partut        UPOS:  97.89,  XPOS:  97.35,   UFeats:  95.27,   AllTags:  94.51,  Lemmas:  97.89,   UAS:  95.62,  LAS:  93.85,  CLAS:  90.63,  MLAS:  82.18,  BLEX:  87.24
+fr_rhapsodie     UPOS:  98.00,  XPOS:  98.13,   UFeats:  96.88,   AllTags:  93.95,  Lemmas:  98.99,   UAS:  89.90,  LAS:  86.09,  CLAS:  81.29,  MLAS:  75.88,  BLEX:  80.35
+fr_sequoia       UPOS:  99.24,  XPOS:  100.00,  UFeats:  97.95,   AllTags:  97.54,  Lemmas:  99.13,   UAS:  95.43,  LAS:  94.11,  CLAS:  91.57,  MLAS:  88.00,  BLEX:  90.34
+fro_srcmf        UPOS:  96.99,  XPOS:  96.82,   UFeats:  98.01,   AllTags:  96.01,  Lemmas:  99.95,   UAS:  91.58,  LAS:  87.82,  CLAS:  84.91,  MLAS:  81.15,  BLEX:  84.85
+ga_idt           UPOS:  95.89,  XPOS:  95.07,   UFeats:  90.62,   AllTags:  87.43,  Lemmas:  95.54,   UAS:  87.28,  LAS:  81.64,  CLAS:  76.56,  MLAS:  64.55,  BLEX:  71.85
+gd_arcosg        UPOS:  96.62,  XPOS:  92.24,   UFeats:  94.09,   AllTags:  91.39,  Lemmas:  97.59,   UAS:  87.34,  LAS:  81.66,  CLAS:  77.44,  MLAS:  69.22,  BLEX:  75.23
+gl_ctg           UPOS:  98.01,  XPOS:  97.78,   UFeats:  99.84,   AllTags:  97.41,  Lemmas:  98.79,   UAS:  87.31,  LAS:  84.80,  CLAS:  80.10,  MLAS:  74.04,  BLEX:  78.88
+gl_treegal       UPOS:  97.19,  XPOS:  94.83,   UFeats:  95.91,   AllTags:  93.86,  Lemmas:  97.86,   UAS:  86.75,  LAS:  82.40,  CLAS:  77.86,  MLAS:  71.24,  BLEX:  75.54
+got_proiel       UPOS:  96.97,  XPOS:  97.42,   UFeats:  90.97,   AllTags:  89.31,  Lemmas:  94.71,   UAS:  84.11,  LAS:  78.29,  CLAS:  75.45,  MLAS:  65.70,  BLEX:  71.10
+grc_perseus      UPOS:  92.88,  XPOS:  85.60,   UFeats:  91.47,   AllTags:  84.90,  Lemmas:  86.70,   UAS:  80.32,  LAS:  74.53,  CLAS:  68.75,  MLAS:  54.71,  BLEX:  55.87
+grc_proiel       UPOS:  97.87,  XPOS:  98.14,   UFeats:  92.48,   AllTags:  91.22,  Lemmas:  94.73,   UAS:  86.05,  LAS:  82.14,  CLAS:  77.52,  MLAS:  66.97,  BLEX:  71.90
+hbo_ptnk         UPOS:  68.02,  XPOS:  67.97,   UFeats:  67.11,   AllTags:  56.05,  Lemmas:  53.36,   UAS:  63.32,  LAS:  51.61,  CLAS:  43.47,  MLAS:  28.00,  BLEX:  24.34
+he_htb           UPOS:  97.44,  XPOS:  97.42,   UFeats:  95.76,   AllTags:  95.03,  Lemmas:  97.34,   UAS:  92.71,  LAS:  90.24,  CLAS:  85.28,  MLAS:  78.74,  BLEX:  81.80
+he_iahltwiki     UPOS:  97.09,  XPOS:  97.10,   UFeats:  91.58,   AllTags:  90.40,  Lemmas:  98.24,   UAS:  93.88,  LAS:  91.45,  CLAS:  87.75,  MLAS:  74.25,  BLEX:  85.44
+hi_hdtb          UPOS:  97.58,  XPOS:  97.14,   UFeats:  94.19,   AllTags:  92.25,  Lemmas:  98.92,   UAS:  95.42,  LAS:  92.44,  CLAS:  89.10,  MLAS:  79.35,  BLEX:  87.81
+hr_set           UPOS:  98.54,  XPOS:  95.80,   UFeats:  96.31,   AllTags:  95.54,  Lemmas:  97.68,   UAS:  92.67,  LAS:  89.75,  CLAS:  87.55,  MLAS:  81.90,  BLEX:  84.69
+hu_szeged        UPOS:  96.79,  XPOS:  100.00,  UFeats:  94.35,   AllTags:  93.56,  Lemmas:  95.04,   UAS:  89.30,  LAS:  85.53,  CLAS:  84.34,  MLAS:  75.39,  BLEX:  78.45
+hy_armtdp        UPOS:  96.63,  XPOS:  100.00,  UFeats:  92.05,   AllTags:  90.61,  Lemmas:  95.70,   UAS:  88.50,  LAS:  83.81,  CLAS:  79.54,  MLAS:  70.02,  BLEX:  75.42
+hy_bsut          UPOS:  97.53,  XPOS:  100.00,  UFeats:  92.25,   AllTags:  91.44,  Lemmas:  96.82,   UAS:  90.55,  LAS:  86.28,  CLAS:  82.61,  MLAS:  71.68,  BLEX:  79.32
+hyw_armtdp       UPOS:  96.90,  XPOS:  100.00,  UFeats:  92.66,   AllTags:  91.86,  Lemmas:  97.22,   UAS:  89.64,  LAS:  84.88,  CLAS:  79.34,  MLAS:  70.04,  BLEX:  76.22
+id_csui          UPOS:  96.56,  XPOS:  96.72,   UFeats:  97.43,   AllTags:  95.97,  Lemmas:  98.87,   UAS:  87.76,  LAS:  83.27,  CLAS:  80.93,  MLAS:  77.55,  BLEX:  79.90
+id_gsd           UPOS:  94.66,  XPOS:  94.26,   UFeats:  96.00,   AllTags:  89.13,  Lemmas:  98.53,   UAS:  88.56,  LAS:  82.41,  CLAS:  79.03,  MLAS:  73.15,  BLEX:  77.87
+is_icepahc       UPOS:  97.08,  XPOS:  93.45,   UFeats:  91.47,   AllTags:  86.61,  Lemmas:  96.15,   UAS:  87.77,  LAS:  83.87,  CLAS:  78.62,  MLAS:  66.49,  BLEX:  74.83
+is_modern        UPOS:  99.14,  XPOS:  98.21,   UFeats:  98.45,   AllTags:  97.95,  Lemmas:  98.98,   UAS:  94.50,  LAS:  93.26,  CLAS:  91.23,  MLAS:  89.41,  BLEX:  90.16
+it_isdt          UPOS:  98.72,  XPOS:  98.65,   UFeats:  98.42,   AllTags:  97.83,  Lemmas:  98.95,   UAS:  94.96,  LAS:  93.34,  CLAS:  89.84,  MLAS:  86.95,  BLEX:  88.38
+it_markit        UPOS:  97.15,  XPOS:  97.40,   UFeats:  94.09,   AllTags:  92.34,  Lemmas:  88.54,   UAS:  89.14,  LAS:  85.26,  CLAS:  81.14,  MLAS:  70.49,  BLEX:  78.46
+it_partut        UPOS:  98.54,  XPOS:  98.57,   UFeats:  98.49,   AllTags:  97.69,  Lemmas:  98.93,   UAS:  96.26,  LAS:  94.15,  CLAS:  90.51,  MLAS:  87.68,  BLEX:  89.07
+it_postwita      UPOS:  97.04,  XPOS:  96.83,   UFeats:  96.80,   AllTags:  95.29,  Lemmas:  97.31,   UAS:  88.36,  LAS:  84.20,  CLAS:  79.86,  MLAS:  75.33,  BLEX:  77.34
+it_twittiro      UPOS:  96.91,  XPOS:  96.61,   UFeats:  95.93,   AllTags:  94.09,  Lemmas:  95.19,   UAS:  88.07,  LAS:  83.53,  CLAS:  78.14,  MLAS:  71.77,  BLEX:  72.69
+it_vit           UPOS:  98.36,  XPOS:  97.71,   UFeats:  97.85,   AllTags:  96.52,  Lemmas:  99.10,   UAS:  92.88,  LAS:  89.97,  CLAS:  85.60,  MLAS:  81.89,  BLEX:  84.63
+ja_gsd           UPOS:  98.55,  XPOS:  97.50,   UFeats:  99.99,   AllTags:  97.13,  Lemmas:  98.47,   UAS:  94.73,  LAS:  93.75,  CLAS:  90.40,  MLAS:  88.50,  BLEX:  88.34
+ja_gsdluw        UPOS:  98.36,  XPOS:  98.05,   UFeats:  100.00,  AllTags:  97.93,  Lemmas:  97.89,   UAS:  95.23,  LAS:  94.18,  CLAS:  88.82,  MLAS:  86.38,  BLEX:  85.19
+ko_gsd           UPOS:  96.73,  XPOS:  90.43,   UFeats:  99.82,   AllTags:  88.19,  Lemmas:  93.69,   UAS:  89.32,  LAS:  85.66,  CLAS:  83.79,  MLAS:  81.52,  BLEX:  77.99
+ko_kaist         UPOS:  95.88,  XPOS:  87.74,   UFeats:  100.00,  AllTags:  87.56,  Lemmas:  94.17,   UAS:  89.34,  LAS:  87.48,  CLAS:  85.38,  MLAS:  82.15,  BLEX:  80.14
+la_perseus       UPOS:  91.85,  XPOS:  80.66,   UFeats:  86.20,   AllTags:  78.48,  Lemmas:  88.15,   UAS:  78.13,  LAS:  68.71,  CLAS:  64.31,  MLAS:  52.28,  BLEX:  55.56
+la_udante        UPOS:  90.82,  XPOS:  75.70,   UFeats:  81.53,   AllTags:  71.65,  Lemmas:  87.44,   UAS:  75.47,  LAS:  67.94,  CLAS:  59.71,  MLAS:  43.88,  BLEX:  50.47
+la_ittb          UPOS:  98.92,  XPOS:  96.57,   UFeats:  96.79,   AllTags:  95.18,  Lemmas:  99.18,   UAS:  91.51,  LAS:  89.51,  CLAS:  87.10,  MLAS:  82.60,  BLEX:  86.59
+la_llct          UPOS:  99.68,  XPOS:  97.15,   UFeats:  97.25,   AllTags:  96.89,  Lemmas:  97.78,   UAS:  95.55,  LAS:  94.57,  CLAS:  93.62,  MLAS:  89.80,  BLEX:  90.98
+la_proiel        UPOS:  97.12,  XPOS:  97.32,   UFeats:  91.24,   AllTags:  90.24,  Lemmas:  96.44,   UAS:  83.20,  LAS:  78.50,  CLAS:  75.46,  MLAS:  66.31,  BLEX:  73.00
+lt_alksnis       UPOS:  96.04,  XPOS:  90.52,   UFeats:  91.23,   AllTags:  89.61,  Lemmas:  93.69,   UAS:  83.70,  LAS:  79.89,  CLAS:  77.74,  MLAS:  68.90,  BLEX:  72.37
+lt_hse           UPOS:  91.23,  XPOS:  92.36,   UFeats:  85.28,   AllTags:  80.09,  Lemmas:  90.57,   UAS:  73.96,  LAS:  64.53,  CLAS:  62.53,  MLAS:  47.54,  BLEX:  56.10
+lv_lvtb          UPOS:  97.14,  XPOS:  90.44,   UFeats:  94.49,   AllTags:  89.64,  Lemmas:  96.55,   UAS:  89.84,  LAS:  86.82,  CLAS:  84.71,  MLAS:  77.05,  BLEX:  81.31
+lzh_kyoto        UPOS:  92.31,  XPOS:  90.88,   UFeats:  93.87,   AllTags:  88.08,  Lemmas:  99.47,   UAS:  83.15,  LAS:  77.63,  CLAS:  76.82,  MLAS:  73.05,  BLEX:  76.42
+mr_ufal          UPOS:  82.52,  XPOS:  100.00,  UFeats:  68.20,   AllTags:  62.86,  Lemmas:  80.83,   UAS:  68.93,  LAS:  58.50,  CLAS:  51.45,  MLAS:  29.46,  BLEX:  38.17
+mt_mudt          UPOS:  95.95,  XPOS:  95.92,   UFeats:  100.00,  AllTags:  95.48,  Lemmas:  100.00,  UAS:  85.65,  LAS:  80.69,  CLAS:  73.31,  MLAS:  69.38,  BLEX:  73.31
+nl_alpino        UPOS:  97.97,  XPOS:  96.87,   UFeats:  97.89,   AllTags:  96.39,  Lemmas:  95.26,   UAS:  94.01,  LAS:  91.64,  CLAS:  87.74,  MLAS:  84.12,  BLEX:  80.85
+nl_lassysmall    UPOS:  97.26,  XPOS:  96.43,   UFeats:  97.31,   AllTags:  95.79,  Lemmas:  95.97,   UAS:  94.51,  LAS:  91.66,  CLAS:  88.45,  MLAS:  84.41,  BLEX:  83.08
+no_bokmaal       UPOS:  98.61,  XPOS:  100.00,  UFeats:  97.69,   AllTags:  97.07,  Lemmas:  98.82,   UAS:  94.40,  LAS:  92.92,  CLAS:  90.96,  MLAS:  87.60,  BLEX:  89.44
+no_nynorsk       UPOS:  98.41,  XPOS:  100.00,  UFeats:  97.49,   AllTags:  96.71,  Lemmas:  98.53,   UAS:  94.63,  LAS:  92.93,  CLAS:  91.06,  MLAS:  86.89,  BLEX:  89.20
+no_nynorsklia    UPOS:  96.72,  XPOS:  100.00,  UFeats:  95.80,   AllTags:  93.84,  Lemmas:  98.14,   UAS:  81.41,  LAS:  76.83,  CLAS:  71.80,  MLAS:  66.22,  BLEX:  69.89
+orv_birchbark    UPOS:  89.37,  XPOS:  99.37,   UFeats:  76.61,   AllTags:  72.61,  Lemmas:  66.04,   UAS:  76.32,  LAS:  69.00,  CLAS:  62.28,  MLAS:  41.54,  BLEX:  33.60
+orv_rnc          UPOS:  93.29,  XPOS:  88.93,   UFeats:  78.51,   AllTags:  68.69,  Lemmas:  76.77,   UAS:  67.15,  LAS:  61.10,  CLAS:  55.87,  MLAS:  37.11,  BLEX:  37.26
+orv_torot        UPOS:  95.06,  XPOS:  95.30,   UFeats:  88.54,   AllTags:  86.56,  Lemmas:  85.96,   UAS:  83.29,  LAS:  77.23,  CLAS:  74.03,  MLAS:  64.03,  BLEX:  62.93
+pcm_nsc          UPOS:  98.08,  XPOS:  100.00,  UFeats:  99.00,   AllTags:  97.57,  Lemmas:  99.38,   UAS:  93.74,  LAS:  91.07,  CLAS:  90.15,  MLAS:  88.21,  BLEX:  89.67
+pl_lfg           UPOS:  99.17,  XPOS:  96.25,   UFeats:  96.75,   AllTags:  95.32,  Lemmas:  98.38,   UAS:  97.25,  LAS:  95.90,  CLAS:  94.64,  MLAS:  90.19,  BLEX:  92.68
+pl_pdb           UPOS:  99.05,  XPOS:  96.03,   UFeats:  96.23,   AllTags:  95.38,  Lemmas:  98.23,   UAS:  94.73,  LAS:  92.70,  CLAS:  90.86,  MLAS:  85.82,  BLEX:  88.80
+pt_bosque        UPOS:  98.22,  XPOS:  100.00,  UFeats:  97.23,   AllTags:  96.27,  Lemmas:  98.66,   UAS:  93.50,  LAS:  91.16,  CLAS:  87.67,  MLAS:  82.44,  BLEX:  85.87
+pt_gsd           UPOS:  98.65,  XPOS:  98.64,   UFeats:  99.89,   AllTags:  98.55,  Lemmas:  99.40,   UAS:  94.90,  LAS:  93.81,  CLAS:  90.98,  MLAS:  89.23,  BLEX:  90.36
+qpm_philotis     UPOS:  98.90,  XPOS:  100.00,  UFeats:  95.67,   AllTags:  95.32,  Lemmas:  96.69,   UAS:  88.68,  LAS:  83.75,  CLAS:  78.35,  MLAS:  71.48,  BLEX:  74.42
+qtd_sagt         UPOS:  91.09,  XPOS:  100.00,  UFeats:  80.84,   AllTags:  76.02,  Lemmas:  91.52,   UAS:  72.70,  LAS:  62.06,  CLAS:  56.88,  MLAS:  41.62,  BLEX:  51.71
+ro_nonstandard   UPOS:  97.30,  XPOS:  92.86,   UFeats:  91.51,   AllTags:  90.08,  Lemmas:  95.99,   UAS:  90.58,  LAS:  86.50,  CLAS:  82.00,  MLAS:  69.63,  BLEX:  77.69
+ro_rrt           UPOS:  98.19,  XPOS:  97.45,   UFeats:  97.67,   AllTags:  97.21,  Lemmas:  98.22,   UAS:  92.72,  LAS:  89.13,  CLAS:  85.64,  MLAS:  82.13,  BLEX:  83.69
+ro_simonero      UPOS:  98.60,  XPOS:  98.12,   UFeats:  97.70,   AllTags:  97.37,  Lemmas:  99.07,   UAS:  94.41,  LAS:  92.44,  CLAS:  89.67,  MLAS:  85.72,  BLEX:  88.60
+ru_gsd           UPOS:  98.58,  XPOS:  97.98,   UFeats:  95.15,   AllTags:  93.97,  Lemmas:  97.43,   UAS:  92.67,  LAS:  89.69,  CLAS:  88.71,  MLAS:  81.94,  BLEX:  85.64
+ru_syntagrus     UPOS:  98.79,  XPOS:  100.00,  UFeats:  94.30,   AllTags:  94.00,  Lemmas:  98.46,   UAS:  94.56,  LAS:  92.40,  CLAS:  91.22,  MLAS:  83.25,  BLEX:  89.44
+ru_taiga         UPOS:  97.34,  XPOS:  100.00,  UFeats:  94.89,   AllTags:  93.63,  Lemmas:  96.37,   UAS:  85.64,  LAS:  81.92,  CLAS:  79.70,  MLAS:  72.73,  BLEX:  76.10
+sa_vedic         UPOS:  89.97,  XPOS:  100.00,  UFeats:  83.05,   AllTags:  78.27,  Lemmas:  87.33,   UAS:  73.74,  LAS:  62.01,  CLAS:  61.49,  MLAS:  51.98,  BLEX:  55.41
+sk_snk           UPOS:  97.88,  XPOS:  90.55,   UFeats:  93.69,   AllTags:  89.78,  Lemmas:  96.50,   UAS:  93.89,  LAS:  92.05,  CLAS:  90.98,  MLAS:  82.79,  BLEX:  86.92
+sl_ssj           UPOS:  99.03,  XPOS:  97.02,   UFeats:  97.24,   AllTags:  96.69,  Lemmas:  98.63,   UAS:  94.15,  LAS:  92.76,  CLAS:  90.59,  MLAS:  86.97,  BLEX:  89.02
+sl_sst           UPOS:  95.62,  XPOS:  93.09,   UFeats:  92.91,   AllTags:  90.82,  Lemmas:  97.55,   UAS:  78.41,  LAS:  73.09,  CLAS:  69.96,  MLAS:  63.33,  BLEX:  68.33
+sme_giella       UPOS:  91.92,  XPOS:  93.67,   UFeats:  89.46,   AllTags:  85.43,  Lemmas:  87.13,   UAS:  75.48,  LAS:  70.77,  CLAS:  68.68,  MLAS:  60.05,  BLEX:  58.58
+sr_set           UPOS:  99.13,  XPOS:  96.01,   UFeats:  96.20,   AllTags:  95.74,  Lemmas:  97.78,   UAS:  94.26,  LAS:  91.80,  CLAS:  90.34,  MLAS:  84.30,  BLEX:  87.60
+sv_lines         UPOS:  97.73,  XPOS:  95.52,   UFeats:  90.87,   AllTags:  88.13,  Lemmas:  97.76,   UAS:  91.44,  LAS:  88.20,  CLAS:  85.49,  MLAS:  72.49,  BLEX:  82.96
+sv_talbanken     UPOS:  98.61,  XPOS:  97.52,   UFeats:  97.48,   AllTags:  96.70,  Lemmas:  98.32,   UAS:  92.68,  LAS:  90.31,  CLAS:  88.54,  MLAS:  84.43,  BLEX:  86.55
+ta_ttb           UPOS:  89.29,  XPOS:  87.78,   UFeats:  89.94,   AllTags:  82.65,  Lemmas:  94.42,   UAS:  78.13,  LAS:  68.78,  CLAS:  65.74,  MLAS:  56.80,  BLEX:  61.48
+te_mtg           UPOS:  94.04,  XPOS:  94.17,   UFeats:  99.03,   AllTags:  93.90,  Lemmas:  100.00,  UAS:  91.68,  LAS:  85.58,  CLAS:  81.98,  MLAS:  77.98,  BLEX:  81.98
+tr_atis          UPOS:  99.02,  XPOS:  100.00,  UFeats:  98.52,   AllTags:  98.32,  Lemmas:  99.13,   UAS:  91.13,  LAS:  89.32,  CLAS:  88.73,  MLAS:  87.00,  BLEX:  87.95
+tr_boun          UPOS:  92.53,  XPOS:  93.47,   UFeats:  92.77,   AllTags:  87.21,  Lemmas:  94.26,   UAS:  81.07,  LAS:  74.73,  CLAS:  72.30,  MLAS:  61.25,  BLEX:  66.92
+tr_framenet      UPOS:  96.86,  XPOS:  100.00,  UFeats:  94.82,   AllTags:  94.07,  Lemmas:  96.66,   UAS:  93.39,  LAS:  84.25,  CLAS:  81.02,  MLAS:  73.89,  BLEX:  77.64
+tr_imst          UPOS:  95.94,  XPOS:  95.49,   UFeats:  92.38,   AllTags:  89.91,  Lemmas:  96.13,   UAS:  78.07,  LAS:  72.09,  CLAS:  68.54,  MLAS:  60.22,  BLEX:  65.33
+tr_kenet         UPOS:  93.72,  XPOS:  100.00,  UFeats:  92.12,   AllTags:  90.71,  Lemmas:  93.33,   UAS:  84.07,  LAS:  71.29,  CLAS:  70.60,  MLAS:  61.80,  BLEX:  64.89
+tr_penn          UPOS:  96.30,  XPOS:  100.00,  UFeats:  95.08,   AllTags:  93.88,  Lemmas:  95.01,   UAS:  86.76,  LAS:  73.92,  CLAS:  70.55,  MLAS:  63.59,  BLEX:  66.03
+tr_tourism       UPOS:  98.85,  XPOS:  100.00,  UFeats:  95.12,   AllTags:  94.72,  Lemmas:  98.40,   UAS:  97.25,  LAS:  91.58,  CLAS:  89.07,  MLAS:  82.03,  BLEX:  87.45
+ug_udt           UPOS:  89.71,  XPOS:  92.31,   UFeats:  88.64,   AllTags:  80.51,  Lemmas:  95.14,   UAS:  78.38,  LAS:  66.50,  CLAS:  60.23,  MLAS:  47.83,  BLEX:  56.57
+uk_iu            UPOS:  98.08,  XPOS:  94.54,   UFeats:  94.35,   AllTags:  93.26,  Lemmas:  97.53,   UAS:  91.12,  LAS:  88.72,  CLAS:  86.01,  MLAS:  79.14,  BLEX:  83.36
+ur_udtb          UPOS:  93.93,  XPOS:  92.17,   UFeats:  82.92,   AllTags:  78.42,  Lemmas:  97.41,   UAS:  88.23,  LAS:  82.57,  CLAS:  77.05,  MLAS:  56.64,  BLEX:  74.76
+vi_vtb           UPOS:  90.36,  XPOS:  88.56,   UFeats:  99.74,   AllTags:  88.33,  Lemmas:  99.59,   UAS:  72.88,  LAS:  65.41,  CLAS:  62.99,  MLAS:  58.76,  BLEX:  62.51
+wo_wtb           UPOS:  95.17,  XPOS:  95.07,   UFeats:  94.28,   AllTags:  92.24,  Lemmas:  95.96,   UAS:  86.28,  LAS:  80.76,  CLAS:  75.46,  MLAS:  68.69,  BLEX:  72.07
+zh_gsd           UPOS:  96.21,  XPOS:  96.08,   UFeats:  99.40,   AllTags:  95.34,  Lemmas:  99.99,   UAS:  87.15,  LAS:  83.95,  CLAS:  82.60,  MLAS:  78.42,  BLEX:  82.59
+zh_gsdsimp       UPOS:  96.15,  XPOS:  96.04,   UFeats:  99.45,   AllTags:  95.30,  Lemmas:  99.99,   UAS:  87.28,  LAS:  84.07,  CLAS:  82.65,  MLAS:  78.56,  BLEX:  82.64
+************     *****  96.49,  XPOS:  96.10,   UFeats:  94.35,   AllTags:  91.83,  Lemmas:  95.84,   UAS:  88.77,  LAS:  84.76,  CLAS:  81.51,  MLAS:  74.47,  BLEX:  77.84

udpipe2/models-2.10/EVALUATION-server.txt

@@ -0,0 +1,246 @@
+afrikaans-afribooms-ud-2.10-220711 raw_text Tokens:99.78 Sentences:98.59 Words:99.78 UPOS:98.58 XPOS:95.46 UFeats:98.13 AllTags:95.33 Lemmas:97.43 UAS:90.10 LAS:87.23 CLAS:82.16 MLAS:78.64 BLEX:78.59
+afrikaans-afribooms-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.77 XPOS:95.62 UFeats:98.31 AllTags:95.50 Lemmas:97.53 UAS:90.72 LAS:87.80 CLAS:82.75 MLAS:79.23 BLEX:78.99
+ancient_greek-perseus-ud-2.10-220711 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.83 XPOS:85.55 UFeats:91.45 AllTags:84.87 Lemmas:86.68 UAS:80.13 LAS:74.36 CLAS:68.58 MLAS:54.62 BLEX:55.72
+ancient_greek-perseus-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.88 XPOS:85.60 UFeats:91.47 AllTags:84.90 Lemmas:86.70 UAS:80.32 LAS:74.53 CLAS:68.75 MLAS:54.73 BLEX:55.87
+ancient_greek-proiel-ud-2.10-220711 raw_text Tokens:100.00 Sentences:48.02 Words:100.00 UPOS:97.77 XPOS:98.05 UFeats:92.35 AllTags:91.05 Lemmas:94.71 UAS:79.82 LAS:76.06 CLAS:70.68 MLAS:60.08 BLEX:65.75
+ancient_greek-proiel-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.49 AllTags:91.26 Lemmas:94.73 UAS:86.05 LAS:82.14 CLAS:77.52 MLAS:67.03 BLEX:71.90
+ancient_hebrew-ptnk-ud-2.10-220711 raw_text Tokens:100.00 Sentences:98.06 Words:68.76 UPOS:56.80 XPOS:56.94 UFeats:55.13 AllTags:50.80 Lemmas:49.88 UAS:38.73 LAS:34.67 CLAS:24.33 MLAS:18.47 BLEX:17.69
+ancient_hebrew-ptnk-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:68.03 XPOS:67.97 UFeats:66.97 AllTags:56.15 Lemmas:53.35 UAS:63.31 LAS:51.61 CLAS:43.47 MLAS:28.08 BLEX:24.34
+arabic-padt-ud-2.10-220711 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.72 XPOS:89.01 UFeats:89.14 AllTags:88.69 Lemmas:90.41 UAS:78.63 LAS:74.54 CLAS:71.29 MLAS:65.84 BLEX:67.88
+arabic-padt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.02 XPOS:94.38 UFeats:94.53 AllTags:94.08 Lemmas:95.31 UAS:88.11 LAS:83.49 CLAS:80.38 MLAS:74.57 BLEX:76.13
+armenian-armtdp-ud-2.10-220711 raw_text Tokens:99.86 Sentences:95.70 Words:99.28 UPOS:96.07 XPOS:99.28 UFeats:91.39 AllTags:90.28 Lemmas:95.04 UAS:86.84 LAS:82.22 CLAS:78.45 MLAS:69.53 BLEX:74.39
+armenian-armtdp-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.63 XPOS:100.00 UFeats:92.03 AllTags:90.77 Lemmas:95.70 UAS:88.50 LAS:83.81 CLAS:79.54 MLAS:70.18 BLEX:75.42
+armenian-bsut-ud-2.10-220711 raw_text Tokens:99.94 Sentences:98.73 Words:99.79 UPOS:97.31 XPOS:99.79 UFeats:92.01 AllTags:91.24 Lemmas:96.62 UAS:90.02 LAS:85.75 CLAS:82.13 MLAS:71.20 BLEX:78.86
+armenian-bsut-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.53 XPOS:100.00 UFeats:92.24 AllTags:91.48 Lemmas:96.82 UAS:90.56 LAS:86.29 CLAS:82.62 MLAS:71.73 BLEX:79.32
+basque-bdt-ud-2.10-220711 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.25 XPOS:99.94 UFeats:92.69 AllTags:90.69 Lemmas:96.36 UAS:87.40 LAS:84.28 CLAS:83.16 MLAS:73.94 BLEX:79.81
+basque-bdt-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.30 XPOS:100.00 UFeats:92.73 AllTags:90.72 Lemmas:96.39 UAS:87.48 LAS:84.36 CLAS:83.23 MLAS:73.99 BLEX:79.86
+belarusian-hse-ud-2.10-220711 raw_text Tokens:99.47 Sentences:83.97 Words:99.47 UPOS:98.30 XPOS:96.26 UFeats:94.38 AllTags:92.37 Lemmas:93.35 UAS:86.84 LAS:84.85 CLAS:82.19 MLAS:76.00 BLEX:76.01
+belarusian-hse-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.81 XPOS:96.74 UFeats:94.94 AllTags:92.87 Lemmas:93.86 UAS:89.55 LAS:87.38 CLAS:84.53 MLAS:78.23 BLEX:78.11
+bulgarian-btb-ud-2.10-220711 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.19 XPOS:97.20 UFeats:97.97 AllTags:96.85 Lemmas:97.99 UAS:94.41 LAS:91.67 CLAS:88.89 MLAS:85.89 BLEX:86.31
+bulgarian-btb-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.29 XPOS:97.30 UFeats:98.07 AllTags:96.96 Lemmas:98.09 UAS:95.24 LAS:92.44 CLAS:89.62 MLAS:86.52 BLEX:87.03
+catalan-ancora-ud-2.10-220711 raw_text Tokens:99.97 Sentences:99.08 Words:99.95 UPOS:99.07 XPOS:97.21 UFeats:98.70 AllTags:96.96 Lemmas:99.40 UAS:94.86 LAS:93.14 CLAS:89.56 MLAS:87.45 BLEX:88.92
+catalan-ancora-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.14 XPOS:97.32 UFeats:98.78 AllTags:97.07 Lemmas:99.46 UAS:95.02 LAS:93.30 CLAS:89.77 MLAS:87.69 BLEX:89.13
+chinese-gsdsimp-ud-2.10-220711 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.21 XPOS:87.16 UFeats:89.74 AllTags:86.42 Lemmas:90.29 UAS:73.11 LAS:70.62 CLAS:67.09 MLAS:63.58 BLEX:67.09
+chinese-gsdsimp-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.14 XPOS:96.04 UFeats:99.45 AllTags:95.30 Lemmas:99.99 UAS:87.28 LAS:84.07 CLAS:82.65 MLAS:78.56 BLEX:82.64
+chinese-gsd-ud-2.10-220711 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.15 XPOS:87.05 UFeats:89.71 AllTags:86.36 Lemmas:90.27 UAS:72.85 LAS:70.29 CLAS:66.89 MLAS:63.41 BLEX:66.89
+chinese-gsd-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.21 XPOS:96.08 UFeats:99.40 AllTags:95.34 Lemmas:99.99 UAS:87.15 LAS:83.96 CLAS:82.60 MLAS:78.41 BLEX:82.59
+classical_chinese-kyoto-ud-2.10-220711 raw_text Tokens:97.26 Sentences:40.71 Words:97.26 UPOS:87.40 XPOS:86.48 UFeats:89.97 AllTags:83.27 Lemmas:96.78 UAS:67.56 LAS:62.17 CLAS:60.83 MLAS:58.02 BLEX:60.60
+classical_chinese-kyoto-ud-2.10-220711 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:92.30 XPOS:90.87 UFeats:93.94 AllTags:88.19 Lemmas:99.47 UAS:83.16 LAS:77.63 CLAS:76.82 MLAS:73.15 BLEX:76.42
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+telugu-mtg-ud-2.10-220711 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:93.63 XPOS:93.63 UFeats:98.61 AllTags:93.49 Lemmas:99.58 UAS:90.72 LAS:84.63 CLAS:81.14 MLAS:77.14 BLEX:81.14
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udpipe2/models-2.10/eval_all.sh

@@ -0,0 +1,13 @@
+#!/bin/sh
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../ud-2.10/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.10/eval_has_feature.sh

@@ -0,0 +1,14 @@
+#!/bin/sh
+
+for d in ../ud-2.10/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.10/models_copy.sh

@@ -0,0 +1,22 @@
+#!/bin/sh
+
+[ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
+data="$1"; shift
+date="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
+    ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
+  fi
+done
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+  cp ~/repos/udpipe/training/models-ud-2.10-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
+done

udpipe2/models-2.10/models_list.sh

@@ -0,0 +1,129 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_210_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.10-220711:af_afribooms-ud-2.10-220711:af:afr        models-2.10/af_afribooms-ud-2.10-220711.model    af_afribooms    $ack
+ancient_greek-perseus-ud-2.10-220711:grc_perseus-ud-2.10-220711:grc          models-2.10/grc_all-ud-2.10-220711.model         grc_perseus     $ack
+ancient_greek-proiel-ud-2.10-220711:grc_proiel-ud-2.10-220711                models-2.10/grc_all-ud-2.10-220711.model         grc_proiel      $ack
+ancient_hebrew-ptnk-ud-2.10-220711:hbo_ptnk-ud-2.10-220711:hbo               models-2.10/hbo_ptnk-ud-2.10-220711.model        hbo_ptnk        $ack
+arabic-padt-ud-2.10-220711:ar_padt-ud-2.10-220711:ar:ara                     models-2.10/ar_padt-ud-2.10-220711.model         ar_padt         $ack
+armenian-armtdp-ud-2.10-220711:hy_armtdp-ud-2.10-220711:hy:hye:arm           models-2.10/hy_all-ud-2.10-220711.model          hy_armtdp       $ack
+armenian-bsut-ud-2.10-220711:hy_bsut-ud-2.10-220711                          models-2.10/hy_all-ud-2.10-220711.model          hy_bsut         $ack
+basque-bdt-ud-2.10-220711:eu_bdt-ud-2.10-220711:eu:eus                       models-2.10/eu_bdt-ud-2.10-220711.model          eu_bdt          $ack
+belarusian-hse-ud-2.10-220711:be_hse-ud-2.10-220711:be:bel                   models-2.10/be_hse-ud-2.10-220711.model          be_hse          $ack
+bulgarian-btb-ud-2.10-220711:bg_btb-ud-2.10-220711:bg:bul                    models-2.10/bg_btb-ud-2.10-220711.model          bg_btb          $ack
+catalan-ancora-ud-2.10-220711:ca_ancora-ud-2.10-220711:ca:cat                models-2.10/ca_ancora-ud-2.10-220711.model       ca_ancora       $ack
+chinese-gsdsimp-ud-2.10-220711:zh_gsdsimp-ud-2.10-220711:zh:zho:chi          models-2.10/zh_all-ud-2.10-220711.model          zh_gsdsimp      $ack
+chinese-gsd-ud-2.10-220711:zh_gsd-ud-2.10-220711                             models-2.10/zh_all-ud-2.10-220711.model          zh_gsd          $ack
+classical_chinese-kyoto-ud-2.10-220711:lzh_kyoto-ud-2.10-220711:lzh          models-2.10/lzh_kyoto-ud-2.10-220711.model       lzh_kyoto       $ack
+coptic-scriptorium-ud-2.10-220711:cop_scriptorium-ud-2.10-220711:cop         models-2.10/cop_scriptorium-ud-2.10-220711.model cop_scriptorium $ack
+croatian-set-ud-2.10-220711:hr_set-ud-2.10-220711:hr:hrv                     models-2.10/hr_set-ud-2.10-220711.model          hr_set          $ack
+czech-pdt-ud-2.10-220711:cs_pdt-ud-2.10-220711:cs:ces:cze                    models-2.10/cs_all-ud-2.10-220711.model          cs_pdt          $ack
+czech-cac-ud-2.10-220711:cs_cac-ud-2.10-220711                               models-2.10/cs_all-ud-2.10-220711.model          cs_cac          $ack
+czech-cltt-ud-2.10-220711:cs_cltt-ud-2.10-220711                             models-2.10/cs_all-ud-2.10-220711.model          cs_cltt         $ack
+czech-fictree-ud-2.10-220711:cs_fictree-ud-2.10-220711                       models-2.10/cs_all-ud-2.10-220711.model          cs_fictree      $ack
+danish-ddt-ud-2.10-220711:da_ddt-ud-2.10-220711:da:dan                       models-2.10/da_ddt-ud-2.10-220711.model          da_ddt          $ack
+dutch-alpino-ud-2.10-220711:nl_alpino-ud-2.10-220711:nl:nld:dut              models-2.10/nl_all-ud-2.10-220711.model          nl_alpino       $ack
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+norwegian-nynorsklia-ud-2.10-220711:no_nynorsklia-ud-2.10-220711             models-2.10/no_all-ud-2.10-220711.model          no_nynorsklia   $ack
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+old_french-srcmf-ud-2.10-220711:fro_srcmf-ud-2.10-220711:fro                 models-2.10/fro_srcmf-ud-2.10-220711.model       fro_srcmf       $ack
+old_russian-torot-ud-2.10-220711:orv_torot-ud-2.10-220711:orv                models-2.10/orv_all-ud-2.10-220711.model         orv_torot       $ack
+old_russian-rnc-ud-2.10-220711:orv_rnc-ud-2.10-220711                        models-2.10/orv_all-ud-2.10-220711.model         orv_rnc         $ack
+old_east_slavic-birchbark-ud-2.10-220711:orv_birchbark-ud-2.10-220711        models-2.10/orv_all-ud-2.10-220711.model         orv_birchbark   $ack
+persian-perdt-ud-2.10-220711:fa_perdt-ud-2.10-220711:fa:fas:per              models-2.10/fa_all-ud-2.10-220711.model          fa_perdt        $ack
+persian-seraji-ud-2.10-220711:fa_seraji-ud-2.10-220711                       models-2.10/fa_all-ud-2.10-220711.model          fa_seraji       $ack
+polish-pdb-ud-2.10-220711:pl_pdb-ud-2.10-220711:pl:pol                       models-2.10/pl_all-ud-2.10-220711.model          pl_pdb          $ack
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+portuguese-gsd-ud-2.10-220711:pt_gsd-ud-2.10-220711:pt:por                   models-2.10/pt_all-ud-2.10-220711.model          pt_gsd          $ack
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+romanian-nonstandard-ud-2.10-220711:ro_nonstandard-ud-2.10-220711:ro:ron:rum models-2.10/ro_all-ud-2.10-220711.model          ro_nonstandard  $ack
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+serbian-set-ud-2.10-220711:sr_set-ud-2.10-220711:sr:srp                      models-2.10/sr_set-ud-2.10-220711.model          sr_set          $ack
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+spanish-ancora-ud-2.10-220711:es_ancora-ud-2.10-220711:es:spa                models-2.10/es_all-ud-2.10-220711.model          es_ancora       $ack
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+telugu-mtg-ud-2.10-220711:te_mtg-ud-2.10-220711:te:tel                       models-2.10/te_mtg-ud-2.10-220711.model          te_mtg          $ack
+turkish-boun-ud-2.10-220711:tr_boun-ud-2.10-220711:tr:tur                    models-2.10/tr_all-ud-2.10-220711.model          tr_boun         $ack
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+turkish_german-sagt-ud-2.10-220711:qtd_sagt-ud-2.10-220711:qtd               models-2.10/qtd_sagt-ud-2.10-220711.model        qtd_sagt        $ack
+ukrainian-iu-ud-2.10-220711:uk_iu-ud-2.10-220711:uk:ukr                      models-2.10/uk_iu-ud-2.10-220711.model           uk_iu           $ack
+urdu-udtb-ud-2.10-220711:ur_udtb-ud-2.10-220711:ur:urd                       models-2.10/ur_udtb-ud-2.10-220711.model         ur_udtb         $ack
+uyghur-udt-ud-2.10-220711:ug_udt-ud-2.10-220711:ug:uig                       models-2.10/ug_udt-ud-2.10-220711.model          ug_udt          $ack
+vietnamese-vtb-ud-2.10-220711:vi_vtb-ud-2.10-220711:vi:vie                   models-2.10/vi_vtb-ud-2.10-220711.model          vi_vtb          $ack
+welsh-ccg-ud-2.10-220711:cy_ccg-ud-2.10-220711:cy:wel:cym                    models-2.10/cy_ccg-ud-2.10-220711.model          cy_ccg          $ack
+western_armenian-armtdp-ud-2.10-220711:hyw_armtdp-ud-2.10-220711:hyw         models-2.10/hyw_armtdp-ud-2.10-220711.model      hyw_armtdp      $ack
+wolof-wtb-ud-2.10-220711:wo_wtb-ud-2.10-220711:wo:wol:wof                    models-2.10/wo_wtb-ud-2.10-220711.model          wo_wtb          $ack
+EOF

udpipe2/models-2.10/models_non_shared.txt

@@ -0,0 +1,6 @@
+de_gsd
+de_hdt
+is_modern
+la_ittb
+la_llct
+la_proiel

udpipe2/models-2.12/.gitignore

@@ -0,0 +1 @@
+/*-230717.model

udpipe2/models-2.12/EVALUATION-logs.txt

@@ -0,0 +1,132 @@
+af_afribooms     UPOS:  98.71,  XPOS:  95.85,   UFeats:  98.42,   AllTags:  95.65,  Lemmas:  98.33,   UAS:  90.58,  LAS:  87.63,  CLAS:  82.32,  MLAS:  79.08,  BLEX:  79.85
+ar_padt          UPOS:  96.96,  XPOS:  94.34,   UFeats:  94.51,   AllTags:  94.01,  Lemmas:  95.20,   UAS:  88.25,  LAS:  83.66,  CLAS:  80.68,  MLAS:  74.75,  BLEX:  76.33
+be_hse           UPOS:  98.81,  XPOS:  98.16,   UFeats:  95.09,   AllTags:  94.12,  Lemmas:  93.82,   UAS:  89.79,  LAS:  87.60,  CLAS:  84.91,  MLAS:  78.79,  BLEX:  78.41
+bg_btb           UPOS:  99.33,  XPOS:  97.37,   UFeats:  98.05,   AllTags:  96.98,  Lemmas:  98.09,   UAS:  95.23,  LAS:  92.49,  CLAS:  89.85,  MLAS:  86.59,  BLEX:  87.35
+ca_ancora        UPOS:  99.17,  XPOS:  97.36,   UFeats:  98.79,   AllTags:  97.08,  Lemmas:  99.46,   UAS:  95.07,  LAS:  93.59,  CLAS:  90.37,  MLAS:  88.25,  BLEX:  89.70
+cop_scriptorium  UPOS:  97.05,  XPOS:  96.91,   UFeats:  97.83,   AllTags:  95.88,  Lemmas:  97.41,   UAS:  90.46,  LAS:  87.70,  CLAS:  81.75,  MLAS:  76.37,  BLEX:  79.79
+cs_cac           UPOS:  99.70,  XPOS:  98.26,   UFeats:  98.03,   AllTags:  97.73,  Lemmas:  99.31,   UAS:  96.20,  LAS:  94.95,  CLAS:  93.97,  MLAS:  90.82,  BLEX:  93.13
+cs_cltt          UPOS:  99.40,  XPOS:  94.18,   UFeats:  94.49,   AllTags:  94.07,  Lemmas:  99.03,   UAS:  93.17,  LAS:  91.20,  CLAS:  89.45,  MLAS:  82.91,  BLEX:  88.87
+cs_fictree       UPOS:  99.16,  XPOS:  97.07,   UFeats:  97.91,   AllTags:  96.85,  Lemmas:  99.30,   UAS:  96.23,  LAS:  94.72,  CLAS:  93.51,  MLAS:  89.52,  BLEX:  92.50
+cs_pdt           UPOS:  99.38,  XPOS:  98.55,   UFeats:  98.87,   AllTags:  98.33,  Lemmas:  99.46,   UAS:  95.81,  LAS:  94.43,  CLAS:  93.61,  MLAS:  91.39,  BLEX:  92.97
+cu_proiel        UPOS:  96.66,  XPOS:  96.98,   UFeats:  90.38,   AllTags:  88.92,  Lemmas:  90.20,   UAS:  85.04,  LAS:  80.53,  CLAS:  77.29,  MLAS:  68.54,  BLEX:  69.15
+cy_ccg           UPOS:  95.74,  XPOS:  94.73,   UFeats:  89.99,   AllTags:  87.61,  Lemmas:  94.94,   UAS:  87.82,  LAS:  81.85,  CLAS:  76.95,  MLAS:  63.97,  BLEX:  70.94
+da_ddt           UPOS:  98.17,  XPOS:  100.00,  UFeats:  97.58,   AllTags:  96.81,  Lemmas:  97.52,   UAS:  89.82,  LAS:  87.64,  CLAS:  85.10,  MLAS:  80.16,  BLEX:  82.15
+de_gsd           UPOS:  96.47,  XPOS:  97.80,   UFeats:  91.23,   AllTags:  88.62,  Lemmas:  97.18,   UAS:  88.79,  LAS:  84.99,  CLAS:  81.12,  MLAS:  66.97,  BLEX:  77.23
+de_hdt           UPOS:  98.66,  XPOS:  98.59,   UFeats:  94.34,   AllTags:  93.94,  Lemmas:  97.79,   UAS:  97.60,  LAS:  96.71,  CLAS:  94.76,  MLAS:  85.54,  BLEX:  91.20
+el_gdt           UPOS:  98.32,  XPOS:  98.34,   UFeats:  95.86,   AllTags:  95.19,  Lemmas:  96.17,   UAS:  93.81,  LAS:  91.92,  CLAS:  88.45,  MLAS:  82.25,  BLEX:  82.40
+el_gud           UPOS:  97.11,  XPOS:  96.32,   UFeats:  94.32,   AllTags:  90.64,  Lemmas:  95.83,   UAS:  93.59,  LAS:  90.68,  CLAS:  87.20,  MLAS:  76.42,  BLEX:  80.89
+en_atis          UPOS:  99.07,  XPOS:  100.00,  UFeats:  98.66,   AllTags:  98.21,  Lemmas:  99.64,   UAS:  96.17,  LAS:  94.59,  CLAS:  92.80,  MLAS:  90.22,  BLEX:  92.42
+en_eslspok       UPOS:  98.68,  XPOS:  98.68,   UFeats:  100.00,  AllTags:  98.19,  Lemmas:  100.00,  UAS:  96.20,  LAS:  94.79,  CLAS:  93.74,  MLAS:  91.98,  BLEX:  93.74
+en_ewt           UPOS:  97.50,  XPOS:  97.17,   UFeats:  97.55,   AllTags:  95.83,  Lemmas:  98.08,   UAS:  93.03,  LAS:  91.04,  CLAS:  88.81,  MLAS:  84.68,  BLEX:  86.63
+en_gum           UPOS:  98.34,  XPOS:  98.39,   UFeats:  98.27,   AllTags:  97.35,  Lemmas:  99.15,   UAS:  93.72,  LAS:  91.79,  CLAS:  88.89,  MLAS:  86.08,  BLEX:  87.79
+en_lines         UPOS:  97.78,  XPOS:  96.95,   UFeats:  97.12,   AllTags:  94.58,  Lemmas:  98.39,   UAS:  92.18,  LAS:  89.38,  CLAS:  86.67,  MLAS:  81.35,  BLEX:  84.50
+en_partut        UPOS:  97.68,  XPOS:  97.54,   UFeats:  96.68,   AllTags:  95.69,  Lemmas:  98.44,   UAS:  94.42,  LAS:  92.52,  CLAS:  89.21,  MLAS:  83.71,  BLEX:  87.64
+es_ancora        UPOS:  99.11,  XPOS:  96.16,   UFeats:  98.82,   AllTags:  95.74,  Lemmas:  99.43,   UAS:  93.87,  LAS:  92.10,  CLAS:  89.06,  MLAS:  86.95,  BLEX:  88.45
+es_gsd           UPOS:  97.36,  XPOS:  100.00,  UFeats:  96.99,   AllTags:  95.29,  Lemmas:  98.83,   UAS:  93.37,  LAS:  91.09,  CLAS:  86.81,  MLAS:  79.53,  BLEX:  85.15
+et_edt           UPOS:  97.79,  XPOS:  98.26,   UFeats:  96.51,   AllTags:  95.36,  Lemmas:  95.52,   UAS:  89.43,  LAS:  86.82,  CLAS:  85.37,  MLAS:  80.79,  BLEX:  80.33
+et_ewt           UPOS:  96.22,  XPOS:  97.46,   UFeats:  95.32,   AllTags:  93.05,  Lemmas:  95.00,   UAS:  87.27,  LAS:  83.70,  CLAS:  81.52,  MLAS:  74.90,  BLEX:  76.19
+eu_bdt           UPOS:  96.39,  XPOS:  100.00,  UFeats:  93.39,   AllTags:  91.45,  Lemmas:  96.41,   UAS:  87.88,  LAS:  84.86,  CLAS:  82.65,  MLAS:  74.93,  BLEX:  79.52
+fa_perdt         UPOS:  97.81,  XPOS:  97.68,   UFeats:  97.94,   AllTags:  95.91,  Lemmas:  99.23,   UAS:  94.08,  LAS:  91.84,  CLAS:  90.16,  MLAS:  86.86,  BLEX:  89.27
+fa_seraji        UPOS:  98.22,  XPOS:  98.23,   UFeats:  98.27,   AllTags:  97.73,  Lemmas:  98.54,   UAS:  92.47,  LAS:  89.62,  CLAS:  87.07,  MLAS:  85.08,  BLEX:  85.22
+fi_ftb           UPOS:  97.08,  XPOS:  95.29,   UFeats:  96.88,   AllTags:  94.32,  Lemmas:  95.90,   UAS:  92.40,  LAS:  89.53,  CLAS:  87.13,  MLAS:  82.67,  BLEX:  83.28
+fi_tdt           UPOS:  98.00,  XPOS:  98.59,   UFeats:  96.37,   AllTags:  95.51,  Lemmas:  92.39,   UAS:  91.72,  LAS:  89.75,  CLAS:  88.09,  MLAS:  83.41,  BLEX:  79.26
+fo_farpahc       UPOS:  97.67,  XPOS:  93.17,   UFeats:  94.50,   AllTags:  92.50,  Lemmas:  100.00,  UAS:  86.95,  LAS:  83.19,  CLAS:  76.49,  MLAS:  69.13,  BLEX:  76.49
+fr_gsd           UPOS:  98.48,  XPOS:  100.00,  UFeats:  98.29,   AllTags:  97.61,  Lemmas:  98.85,   UAS:  94.95,  LAS:  93.12,  CLAS:  89.72,  MLAS:  86.56,  BLEX:  88.24
+fr_parisstories  UPOS:  97.48,  XPOS:  100.00,  UFeats:  93.30,   AllTags:  91.45,  Lemmas:  98.26,   UAS:  81.17,  LAS:  77.85,  CLAS:  74.25,  MLAS:  63.20,  BLEX:  72.63
+fr_partut        UPOS:  98.12,  XPOS:  97.62,   UFeats:  95.89,   AllTags:  95.12,  Lemmas:  98.50,   UAS:  95.35,  LAS:  93.89,  CLAS:  90.83,  MLAS:  83.73,  BLEX:  88.49
+fr_rhapsodie     UPOS:  98.19,  XPOS:  98.11,   UFeats:  97.03,   AllTags:  94.14,  Lemmas:  99.00,   UAS:  89.32,  LAS:  86.13,  CLAS:  81.87,  MLAS:  76.47,  BLEX:  80.94
+fr_sequoia       UPOS:  99.25,  XPOS:  100.00,  UFeats:  98.02,   AllTags:  97.63,  Lemmas:  99.14,   UAS:  95.64,  LAS:  94.38,  CLAS:  91.74,  MLAS:  88.24,  BLEX:  90.55
+fro_srcmf        UPOS:  97.06,  XPOS:  96.91,   UFeats:  98.03,   AllTags:  96.04,  Lemmas:  99.96,   UAS:  91.34,  LAS:  87.62,  CLAS:  84.61,  MLAS:  81.04,  BLEX:  84.56
+ga_idt           UPOS:  96.13,  XPOS:  95.08,   UFeats:  90.98,   AllTags:  87.81,  Lemmas:  95.97,   UAS:  86.76,  LAS:  81.20,  CLAS:  75.91,  MLAS:  64.51,  BLEX:  71.55
+ga_twittirish    UPOS:  91.80,  XPOS:  100.00,  UFeats:  100.00,  AllTags:  91.80,  Lemmas:  89.57,   UAS:  85.75,  LAS:  79.31,  CLAS:  74.36,  MLAS:  66.72,  BLEX:  64.15
+gd_arcosg        UPOS:  96.41,  XPOS:  92.49,   UFeats:  94.09,   AllTags:  91.39,  Lemmas:  97.47,   UAS:  87.24,  LAS:  82.83,  CLAS:  78.54,  MLAS:  71.68,  BLEX:  76.16
+gl_ctg           UPOS:  97.97,  XPOS:  97.79,   UFeats:  99.83,   AllTags:  97.35,  Lemmas:  98.86,   UAS:  86.86,  LAS:  84.31,  CLAS:  78.69,  MLAS:  73.03,  BLEX:  77.52
+gl_treegal       UPOS:  97.19,  XPOS:  94.72,   UFeats:  95.86,   AllTags:  93.84,  Lemmas:  97.90,   UAS:  86.97,  LAS:  82.77,  CLAS:  78.24,  MLAS:  71.37,  BLEX:  75.88
+got_proiel       UPOS:  96.85,  XPOS:  97.22,   UFeats:  91.08,   AllTags:  89.22,  Lemmas:  94.78,   UAS:  86.67,  LAS:  80.82,  CLAS:  76.89,  MLAS:  68.60,  BLEX:  72.63
+grc_perseus      UPOS:  93.02,  XPOS:  85.78,   UFeats:  91.47,   AllTags:  84.92,  Lemmas:  86.74,   UAS:  80.30,  LAS:  74.71,  CLAS:  68.87,  MLAS:  54.56,  BLEX:  55.87
+grc_proiel       UPOS:  97.87,  XPOS:  98.14,   UFeats:  92.58,   AllTags:  91.26,  Lemmas:  94.82,   UAS:  86.59,  LAS:  82.72,  CLAS:  77.57,  MLAS:  68.28,  BLEX:  72.13
+gv_cadhan        UPOS:  96.77,  XPOS:  100.00,  UFeats:  98.43,   AllTags:  95.93,  Lemmas:  95.98,   UAS:  92.47,  LAS:  89.13,  CLAS:  86.18,  MLAS:  83.16,  BLEX:  82.07
+hbo_ptnk         UPOS:  96.70,  XPOS:  96.86,   UFeats:  90.41,   AllTags:  89.22,  Lemmas:  96.60,   UAS:  91.29,  LAS:  87.61,  CLAS:  80.33,  MLAS:  68.26,  BLEX:  76.48
+he_htb           UPOS:  97.64,  XPOS:  97.62,   UFeats:  95.84,   AllTags:  95.28,  Lemmas:  97.36,   UAS:  92.46,  LAS:  89.95,  CLAS:  85.38,  MLAS:  79.31,  BLEX:  82.14
+he_iahltwiki     UPOS:  97.09,  XPOS:  97.09,   UFeats:  92.19,   AllTags:  91.10,  Lemmas:  98.29,   UAS:  93.66,  LAS:  91.26,  CLAS:  87.71,  MLAS:  75.14,  BLEX:  85.53
+hi_hdtb          UPOS:  97.74,  XPOS:  97.34,   UFeats:  94.25,   AllTags:  92.40,  Lemmas:  98.94,   UAS:  95.43,  LAS:  92.55,  CLAS:  89.29,  MLAS:  79.76,  BLEX:  87.93
+hr_set           UPOS:  98.57,  XPOS:  95.90,   UFeats:  96.39,   AllTags:  95.61,  Lemmas:  97.84,   UAS:  92.90,  LAS:  90.06,  CLAS:  87.88,  MLAS:  82.29,  BLEX:  85.21
+hu_szeged        UPOS:  96.77,  XPOS:  100.00,  UFeats:  94.31,   AllTags:  93.50,  Lemmas:  95.01,   UAS:  88.99,  LAS:  85.30,  CLAS:  84.24,  MLAS:  75.15,  BLEX:  78.65
+hy_armtdp        UPOS:  96.86,  XPOS:  100.00,  UFeats:  91.84,   AllTags:  90.60,  Lemmas:  95.52,   UAS:  88.21,  LAS:  83.30,  CLAS:  78.95,  MLAS:  69.21,  BLEX:  74.57
+hy_bsut          UPOS:  97.60,  XPOS:  100.00,  UFeats:  92.14,   AllTags:  91.35,  Lemmas:  96.99,   UAS:  90.62,  LAS:  86.38,  CLAS:  82.63,  MLAS:  71.59,  BLEX:  79.57
+hyw_armtdp       UPOS:  96.75,  XPOS:  100.00,  UFeats:  92.41,   AllTags:  91.61,  Lemmas:  97.22,   UAS:  89.52,  LAS:  84.91,  CLAS:  79.49,  MLAS:  69.94,  BLEX:  76.44
+id_csui          UPOS:  96.34,  XPOS:  96.58,   UFeats:  97.17,   AllTags:  95.74,  Lemmas:  98.74,   UAS:  87.26,  LAS:  82.71,  CLAS:  80.31,  MLAS:  77.07,  BLEX:  79.20
+id_gsd           UPOS:  94.79,  XPOS:  94.40,   UFeats:  96.18,   AllTags:  89.37,  Lemmas:  98.52,   UAS:  88.41,  LAS:  82.43,  CLAS:  78.99,  MLAS:  73.13,  BLEX:  77.77
+is_gc            UPOS:  95.06,  XPOS:  82.72,   UFeats:  85.52,   AllTags:  80.35,  Lemmas:  91.81,   UAS:  84.15,  LAS:  79.67,  CLAS:  75.53,  MLAS:  59.23,  BLEX:  69.52
+is_icepahc       UPOS:  97.08,  XPOS:  93.55,   UFeats:  92.17,   AllTags:  87.35,  Lemmas:  96.39,   UAS:  87.85,  LAS:  83.95,  CLAS:  78.62,  MLAS:  67.41,  BLEX:  75.13
+is_modern        UPOS:  98.15,  XPOS:  95.92,   UFeats:  88.93,   AllTags:  86.07,  Lemmas:  97.46,   UAS:  87.03,  LAS:  84.16,  CLAS:  79.22,  MLAS:  65.30,  BLEX:  76.45
+it_isdt          UPOS:  98.71,  XPOS:  98.64,   UFeats:  98.39,   AllTags:  97.89,  Lemmas:  98.95,   UAS:  95.15,  LAS:  93.48,  CLAS:  89.96,  MLAS:  87.21,  BLEX:  88.56
+it_markit        UPOS:  97.35,  XPOS:  97.52,   UFeats:  94.39,   AllTags:  92.88,  Lemmas:  88.50,   UAS:  89.40,  LAS:  85.52,  CLAS:  81.49,  MLAS:  71.27,  BLEX:  78.67
+it_parlamint     UPOS:  99.17,  XPOS:  98.52,   UFeats:  98.50,   AllTags:  97.58,  Lemmas:  99.16,   UAS:  93.41,  LAS:  91.44,  CLAS:  88.90,  MLAS:  85.78,  BLEX:  87.58
+it_partut        UPOS:  98.52,  XPOS:  98.52,   UFeats:  98.30,   AllTags:  97.72,  Lemmas:  98.82,   UAS:  96.18,  LAS:  94.09,  CLAS:  90.30,  MLAS:  87.68,  BLEX:  88.80
+it_postwita      UPOS:  97.17,  XPOS:  96.95,   UFeats:  96.92,   AllTags:  95.44,  Lemmas:  97.25,   UAS:  87.96,  LAS:  83.79,  CLAS:  79.50,  MLAS:  75.19,  BLEX:  76.95
+it_twittiro      UPOS:  96.84,  XPOS:  96.57,   UFeats:  95.87,   AllTags:  94.15,  Lemmas:  95.43,   UAS:  88.34,  LAS:  83.43,  CLAS:  77.75,  MLAS:  71.82,  BLEX:  72.62
+it_vit           UPOS:  98.35,  XPOS:  97.65,   UFeats:  97.87,   AllTags:  96.50,  Lemmas:  99.10,   UAS:  92.95,  LAS:  90.12,  CLAS:  85.85,  MLAS:  81.99,  BLEX:  84.81
+ja_gsd           UPOS:  98.59,  XPOS:  97.52,   UFeats:  99.99,   AllTags:  97.20,  Lemmas:  98.47,   UAS:  94.93,  LAS:  93.94,  CLAS:  90.54,  MLAS:  88.80,  BLEX:  88.47
+ja_gsdluw        UPOS:  98.36,  XPOS:  98.01,   UFeats:  100.00,  AllTags:  97.90,  Lemmas:  97.78,   UAS:  95.16,  LAS:  94.19,  CLAS:  88.69,  MLAS:  86.28,  BLEX:  84.89
+ko_gsd           UPOS:  96.72,  XPOS:  90.24,   UFeats:  99.79,   AllTags:  88.12,  Lemmas:  93.74,   UAS:  88.70,  LAS:  84.76,  CLAS:  83.31,  MLAS:  81.49,  BLEX:  77.59
+ko_kaist         UPOS:  96.19,  XPOS:  87.78,   UFeats:  100.00,  AllTags:  87.58,  Lemmas:  94.18,   UAS:  88.85,  LAS:  86.92,  CLAS:  85.39,  MLAS:  82.77,  BLEX:  80.36
+la_perseus       UPOS:  92.95,  XPOS:  81.14,   UFeats:  84.59,   AllTags:  77.45,  Lemmas:  88.88,   UAS:  79.08,  LAS:  71.91,  CLAS:  67.59,  MLAS:  53.46,  BLEX:  59.28
+la_udante        UPOS:  91.18,  XPOS:  75.58,   UFeats:  84.40,   AllTags:  72.23,  Lemmas:  87.20,   UAS:  75.94,  LAS:  68.64,  CLAS:  60.84,  MLAS:  47.62,  BLEX:  51.39
+la_ittb          UPOS:  99.03,  XPOS:  96.66,   UFeats:  97.10,   AllTags:  95.62,  Lemmas:  99.18,   UAS:  91.27,  LAS:  89.34,  CLAS:  87.08,  MLAS:  83.10,  BLEX:  86.53
+la_llct          UPOS:  99.75,  XPOS:  97.14,   UFeats:  97.15,   AllTags:  96.87,  Lemmas:  97.77,   UAS:  95.40,  LAS:  94.39,  CLAS:  93.16,  MLAS:  89.09,  BLEX:  90.40
+la_proiel        UPOS:  97.02,  XPOS:  97.12,   UFeats:  91.43,   AllTags:  90.26,  Lemmas:  96.42,   UAS:  83.88,  LAS:  79.54,  CLAS:  75.94,  MLAS:  67.84,  BLEX:  73.35
+lt_alksnis       UPOS:  96.08,  XPOS:  90.44,   UFeats:  91.25,   AllTags:  89.62,  Lemmas:  93.56,   UAS:  83.94,  LAS:  80.08,  CLAS:  77.80,  MLAS:  68.85,  BLEX:  72.05
+lt_hse           UPOS:  91.32,  XPOS:  91.42,   UFeats:  83.58,   AllTags:  80.00,  Lemmas:  90.75,   UAS:  75.00,  LAS:  65.00,  CLAS:  62.39,  MLAS:  45.87,  BLEX:  55.84
+lv_lvtb          UPOS:  97.43,  XPOS:  91.56,   UFeats:  95.46,   AllTags:  90.76,  Lemmas:  97.21,   UAS:  89.96,  LAS:  86.95,  CLAS:  84.82,  MLAS:  78.68,  BLEX:  82.17
+lzh_kyoto        UPOS:  93.43,  XPOS:  92.14,   UFeats:  94.62,   AllTags:  89.81,  Lemmas:  99.52,   UAS:  84.71,  LAS:  79.40,  CLAS:  78.60,  MLAS:  75.49,  BLEX:  78.24
+mr_ufal          UPOS:  87.14,  XPOS:  100.00,  UFeats:  76.94,   AllTags:  73.06,  Lemmas:  87.86,   UAS:  73.79,  LAS:  65.29,  CLAS:  60.04,  MLAS:  41.82,  BLEX:  50.10
+mt_mudt          UPOS:  95.87,  XPOS:  95.92,   UFeats:  100.00,  AllTags:  95.46,  Lemmas:  100.00,  UAS:  85.70,  LAS:  80.81,  CLAS:  73.43,  MLAS:  69.28,  BLEX:  73.43
+myv_jr           UPOS:  88.66,  XPOS:  88.07,   UFeats:  79.63,   AllTags:  73.96,  Lemmas:  85.52,   UAS:  74.08,  LAS:  64.24,  CLAS:  59.26,  MLAS:  41.84,  BLEX:  48.91
+nl_alpino        UPOS:  98.02,  XPOS:  96.82,   UFeats:  97.86,   AllTags:  96.44,  Lemmas:  95.16,   UAS:  94.31,  LAS:  91.90,  CLAS:  88.12,  MLAS:  84.95,  BLEX:  81.32
+nl_lassysmall    UPOS:  97.67,  XPOS:  96.85,   UFeats:  97.51,   AllTags:  96.28,  Lemmas:  96.51,   UAS:  94.63,  LAS:  91.91,  CLAS:  88.89,  MLAS:  85.20,  BLEX:  84.07
+no_bokmaal       UPOS:  98.58,  XPOS:  99.14,   UFeats:  97.65,   AllTags:  97.00,  Lemmas:  98.78,   UAS:  94.54,  LAS:  93.28,  CLAS:  90.97,  MLAS:  87.51,  BLEX:  89.41
+no_nynorsk       UPOS:  98.62,  XPOS:  99.27,   UFeats:  97.52,   AllTags:  96.75,  Lemmas:  98.60,   UAS:  94.57,  LAS:  93.17,  CLAS:  90.88,  MLAS:  86.78,  BLEX:  89.06
+orv_birchbark    UPOS:  89.13,  XPOS:  99.38,   UFeats:  76.83,   AllTags:  72.72,  Lemmas:  65.59,   UAS:  76.41,  LAS:  69.17,  CLAS:  62.05,  MLAS:  41.08,  BLEX:  32.88
+orv_rnc          UPOS:  93.99,  XPOS:  88.74,   UFeats:  79.27,   AllTags:  69.59,  Lemmas:  78.28,   UAS:  70.79,  LAS:  65.17,  CLAS:  59.00,  MLAS:  39.54,  BLEX:  40.04
+orv_torot        UPOS:  95.89,  XPOS:  95.94,   UFeats:  90.72,   AllTags:  88.65,  Lemmas:  88.13,   UAS:  85.28,  LAS:  80.39,  CLAS:  76.37,  MLAS:  67.96,  BLEX:  65.95
+pcm_nsc          UPOS:  98.08,  XPOS:  100.00,  UFeats:  98.96,   AllTags:  97.55,  Lemmas:  99.39,   UAS:  93.10,  LAS:  90.53,  CLAS:  89.50,  MLAS:  87.53,  BLEX:  89.03
+pl_lfg           UPOS:  99.13,  XPOS:  96.26,   UFeats:  96.67,   AllTags:  95.29,  Lemmas:  98.38,   UAS:  97.19,  LAS:  95.81,  CLAS:  94.53,  MLAS:  89.98,  BLEX:  92.60
+pl_pdb           UPOS:  99.02,  XPOS:  95.92,   UFeats:  96.02,   AllTags:  95.20,  Lemmas:  98.21,   UAS:  94.73,  LAS:  92.67,  CLAS:  90.75,  MLAS:  85.51,  BLEX:  88.69
+pt_bosque        UPOS:  98.17,  XPOS:  100.00,  UFeats:  97.10,   AllTags:  96.08,  Lemmas:  98.57,   UAS:  93.28,  LAS:  90.94,  CLAS:  87.26,  MLAS:  81.74,  BLEX:  85.38
+pt_cintil        UPOS:  98.00,  XPOS:  96.61,   UFeats:  95.90,   AllTags:  93.79,  Lemmas:  98.23,   UAS:  87.54,  LAS:  84.19,  CLAS:  79.97,  MLAS:  74.04,  BLEX:  77.83
+pt_petrogold     UPOS:  99.05,  XPOS:  100.00,  UFeats:  99.00,   AllTags:  98.45,  Lemmas:  99.51,   UAS:  95.63,  LAS:  94.42,  CLAS:  91.75,  MLAS:  89.67,  BLEX:  91.19
+qaf_arabizi      UPOS:  86.69,  XPOS:  78.89,   UFeats:  90.87,   AllTags:  77.88,  Lemmas:  54.66,   UAS:  76.32,  LAS:  65.86,  CLAS:  59.64,  MLAS:  47.72,  BLEX:  31.57
+qpm_philotis     UPOS:  98.82,  XPOS:  100.00,  UFeats:  95.60,   AllTags:  95.25,  Lemmas:  96.73,   UAS:  88.62,  LAS:  83.53,  CLAS:  77.99,  MLAS:  71.09,  BLEX:  74.23
+qtd_sagt         UPOS:  91.09,  XPOS:  100.00,  UFeats:  80.82,   AllTags:  75.90,  Lemmas:  91.49,   UAS:  72.74,  LAS:  62.19,  CLAS:  57.05,  MLAS:  41.59,  BLEX:  51.55
+ro_nonstandard   UPOS:  97.25,  XPOS:  92.87,   UFeats:  91.54,   AllTags:  90.12,  Lemmas:  95.88,   UAS:  90.46,  LAS:  86.41,  CLAS:  81.84,  MLAS:  69.76,  BLEX:  77.51
+ro_rrt           UPOS:  98.15,  XPOS:  97.40,   UFeats:  97.64,   AllTags:  97.15,  Lemmas:  98.25,   UAS:  92.76,  LAS:  89.24,  CLAS:  85.76,  MLAS:  82.46,  BLEX:  83.96
+ro_simonero      UPOS:  98.56,  XPOS:  98.12,   UFeats:  97.67,   AllTags:  97.33,  Lemmas:  99.04,   UAS:  94.29,  LAS:  92.35,  CLAS:  89.53,  MLAS:  85.53,  BLEX:  88.47
+ru_gsd           UPOS:  98.50,  XPOS:  97.97,   UFeats:  95.03,   AllTags:  93.88,  Lemmas:  97.25,   UAS:  92.83,  LAS:  89.80,  CLAS:  88.70,  MLAS:  81.81,  BLEX:  85.44
+ru_syntagrus     UPOS:  98.83,  XPOS:  100.00,  UFeats:  94.34,   AllTags:  94.04,  Lemmas:  98.48,   UAS:  94.51,  LAS:  92.33,  CLAS:  91.16,  MLAS:  83.29,  BLEX:  89.40
+ru_taiga         UPOS:  97.25,  XPOS:  100.00,  UFeats:  94.81,   AllTags:  93.60,  Lemmas:  96.34,   UAS:  85.53,  LAS:  81.91,  CLAS:  79.59,  MLAS:  72.61,  BLEX:  76.02
+sa_vedic         UPOS:  90.06,  XPOS:  100.00,  UFeats:  82.74,   AllTags:  78.14,  Lemmas:  87.40,   UAS:  73.69,  LAS:  61.55,  CLAS:  61.00,  MLAS:  51.53,  BLEX:  54.91
+sk_snk           UPOS:  97.83,  XPOS:  90.33,   UFeats:  93.51,   AllTags:  89.53,  Lemmas:  96.54,   UAS:  93.88,  LAS:  91.98,  CLAS:  91.00,  MLAS:  82.34,  BLEX:  86.87
+sl_ssj           UPOS:  99.02,  XPOS:  97.15,   UFeats:  97.32,   AllTags:  96.81,  Lemmas:  98.61,   UAS:  94.40,  LAS:  93.02,  CLAS:  90.99,  MLAS:  87.47,  BLEX:  89.34
+sl_sst           UPOS:  96.10,  XPOS:  93.48,   UFeats:  93.80,   AllTags:  91.87,  Lemmas:  97.73,   UAS:  78.53,  LAS:  73.21,  CLAS:  69.83,  MLAS:  63.76,  BLEX:  68.35
+sme_giella       UPOS:  91.78,  XPOS:  93.65,   UFeats:  89.45,   AllTags:  85.33,  Lemmas:  87.02,   UAS:  76.01,  LAS:  71.08,  CLAS:  69.22,  MLAS:  60.38,  BLEX:  58.60
+sr_set           UPOS:  99.05,  XPOS:  95.95,   UFeats:  96.17,   AllTags:  95.73,  Lemmas:  97.83,   UAS:  94.18,  LAS:  91.65,  CLAS:  90.13,  MLAS:  84.16,  BLEX:  87.56
+sv_lines         UPOS:  97.71,  XPOS:  95.50,   UFeats:  90.97,   AllTags:  88.22,  Lemmas:  97.86,   UAS:  91.19,  LAS:  87.78,  CLAS:  85.03,  MLAS:  72.24,  BLEX:  82.63
+sv_talbanken     UPOS:  98.54,  XPOS:  97.42,   UFeats:  97.46,   AllTags:  96.58,  Lemmas:  98.33,   UAS:  92.51,  LAS:  90.13,  CLAS:  88.36,  MLAS:  84.16,  BLEX:  86.44
+ta_ttb           UPOS:  89.14,  XPOS:  87.13,   UFeats:  89.54,   AllTags:  82.05,  Lemmas:  93.87,   UAS:  78.38,  LAS:  68.88,  CLAS:  65.63,  MLAS:  56.48,  BLEX:  60.89
+te_mtg           UPOS:  93.48,  XPOS:  93.48,   UFeats:  99.03,   AllTags:  93.48,  Lemmas:  100.00,  UAS:  91.68,  LAS:  85.02,  CLAS:  81.03,  MLAS:  77.22,  BLEX:  81.03
+tr_atis          UPOS:  99.04,  XPOS:  100.00,  UFeats:  98.57,   AllTags:  98.42,  Lemmas:  99.11,   UAS:  90.96,  LAS:  89.09,  CLAS:  88.46,  MLAS:  86.83,  BLEX:  87.69
+tr_boun          UPOS:  92.97,  XPOS:  88.91,   UFeats:  83.09,   AllTags:  73.32,  Lemmas:  93.52,   UAS:  80.79,  LAS:  73.91,  CLAS:  72.36,  MLAS:  52.77,  BLEX:  66.50
+tr_framenet      UPOS:  96.52,  XPOS:  100.00,  UFeats:  94.82,   AllTags:  93.80,  Lemmas:  96.39,   UAS:  93.73,  LAS:  84.80,  CLAS:  81.97,  MLAS:  74.03,  BLEX:  77.96
+tr_imst          UPOS:  95.46,  XPOS:  95.27,   UFeats:  92.37,   AllTags:  89.66,  Lemmas:  96.32,   UAS:  78.94,  LAS:  69.42,  CLAS:  65.74,  MLAS:  57.52,  BLEX:  62.96
+tr_kenet         UPOS:  93.83,  XPOS:  100.00,  UFeats:  92.19,   AllTags:  90.72,  Lemmas:  93.51,   UAS:  84.09,  LAS:  71.63,  CLAS:  71.04,  MLAS:  62.38,  BLEX:  65.51
+tr_penn          UPOS:  96.14,  XPOS:  100.00,  UFeats:  95.10,   AllTags:  93.86,  Lemmas:  94.72,   UAS:  86.84,  LAS:  73.89,  CLAS:  70.40,  MLAS:  63.43,  BLEX:  65.77
+tr_tourism       UPOS:  98.96,  XPOS:  100.00,  UFeats:  95.05,   AllTags:  94.71,  Lemmas:  98.31,   UAS:  97.10,  LAS:  91.51,  CLAS:  89.01,  MLAS:  81.66,  BLEX:  87.19
+ug_udt           UPOS:  90.23,  XPOS:  92.21,   UFeats:  88.66,   AllTags:  81.26,  Lemmas:  95.22,   UAS:  77.05,  LAS:  66.02,  CLAS:  61.83,  MLAS:  50.93,  BLEX:  58.33
+uk_iu            UPOS:  98.03,  XPOS:  94.44,   UFeats:  94.39,   AllTags:  93.29,  Lemmas:  97.67,   UAS:  90.96,  LAS:  88.51,  CLAS:  85.67,  MLAS:  78.65,  BLEX:  83.17
+ur_udtb          UPOS:  94.06,  XPOS:  92.19,   UFeats:  82.76,   AllTags:  78.41,  Lemmas:  97.41,   UAS:  88.13,  LAS:  82.81,  CLAS:  77.26,  MLAS:  57.29,  BLEX:  74.88
+vi_vtb           UPOS:  90.02,  XPOS:  88.88,   UFeats:  100.00,  AllTags:  88.73,  Lemmas:  99.50,   UAS:  76.32,  LAS:  65.91,  CLAS:  61.57,  MLAS:  55.37,  BLEX:  61.24
+wo_wtb           UPOS:  95.11,  XPOS:  95.08,   UFeats:  94.33,   AllTags:  92.25,  Lemmas:  95.88,   UAS:  85.90,  LAS:  80.57,  CLAS:  75.33,  MLAS:  68.64,  BLEX:  71.71
+zh_gsd           UPOS:  96.17,  XPOS:  96.05,   UFeats:  99.41,   AllTags:  95.37,  Lemmas:  99.92,   UAS:  87.18,  LAS:  84.07,  CLAS:  82.57,  MLAS:  78.08,  BLEX:  82.53
+zh_gsdsimp       UPOS:  96.10,  XPOS:  96.00,   UFeats:  99.43,   AllTags:  95.32,  Lemmas:  99.93,   UAS:  87.08,  LAS:  83.97,  CLAS:  82.58,  MLAS:  78.23,  BLEX:  82.55
+************     *****  96.66,  XPOS:  96.07,   UFeats:  94.42,   AllTags:  91.82,  Lemmas:  95.85,   UAS:  89.01,  LAS:  85.03,  CLAS:  81.71,  MLAS:  74.54,  BLEX:  77.92

udpipe2/models-2.12/EVALUATION-server.txt

@@ -0,0 +1,262 @@
+afrikaans-afribooms-ud-2.12-230717 raw_text Tokens:99.94 Sentences:99.65 Words:99.94 UPOS:98.65 XPOS:95.80 UFeats:98.35 AllTags:95.62 Lemmas:98.29 UAS:90.41 LAS:87.46 CLAS:82.15 MLAS:78.92 BLEX:79.72
+afrikaans-afribooms-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.71 XPOS:95.85 UFeats:98.41 AllTags:95.67 Lemmas:98.33 UAS:90.58 LAS:87.63 CLAS:82.32 MLAS:79.08 BLEX:79.85
+ancient_greek-proiel-ud-2.12-230717 raw_text Tokens:99.98 Sentences:49.19 Words:99.98 UPOS:97.63 XPOS:97.93 UFeats:92.13 AllTags:90.72 Lemmas:94.76 UAS:81.74 LAS:77.92 CLAS:71.09 MLAS:61.96 BLEX:66.22
+ancient_greek-proiel-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.87 XPOS:98.14 UFeats:92.58 AllTags:91.30 Lemmas:94.82 UAS:86.59 LAS:82.72 CLAS:77.57 MLAS:68.31 BLEX:72.13
+ancient_greek-perseus-ud-2.12-230717 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:92.98 XPOS:85.76 UFeats:91.42 AllTags:84.89 Lemmas:86.72 UAS:80.13 LAS:74.55 CLAS:68.74 MLAS:54.46 BLEX:55.76
+ancient_greek-perseus-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.02 XPOS:85.78 UFeats:91.44 AllTags:84.91 Lemmas:86.74 UAS:80.30 LAS:74.71 CLAS:68.87 MLAS:54.56 BLEX:55.87
+ancient_hebrew-ptnk-ud-2.12-230717 raw_text Tokens:100.00 Sentences:98.06 Words:71.14 UPOS:69.03 XPOS:69.17 UFeats:67.09 AllTags:66.13 Lemmas:67.47 UAS:48.21 LAS:46.75 CLAS:34.93 MLAS:31.14 BLEX:32.42
+ancient_hebrew-ptnk-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.70 XPOS:96.86 UFeats:90.36 AllTags:89.22 Lemmas:96.60 UAS:91.29 LAS:87.61 CLAS:80.33 MLAS:68.26 BLEX:76.48
+arabic-padt-ud-2.12-230717 raw_text Tokens:99.98 Sentences:82.09 Words:94.58 UPOS:91.67 XPOS:89.00 UFeats:89.12 AllTags:88.65 Lemmas:90.34 UAS:78.87 LAS:74.83 CLAS:71.62 MLAS:66.04 BLEX:68.16
+arabic-padt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.96 XPOS:94.34 UFeats:94.50 AllTags:94.01 Lemmas:95.20 UAS:88.24 LAS:83.65 CLAS:80.67 MLAS:74.73 BLEX:76.32
+armenian-armtdp-ud-2.12-230717 raw_text Tokens:99.86 Sentences:95.70 Words:99.28 UPOS:96.29 XPOS:99.28 UFeats:91.22 AllTags:90.21 Lemmas:94.93 UAS:86.55 LAS:81.73 CLAS:77.92 MLAS:68.65 BLEX:73.67
+armenian-armtdp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.86 XPOS:100.00 UFeats:91.86 AllTags:90.71 Lemmas:95.54 UAS:88.21 LAS:83.30 CLAS:78.95 MLAS:69.30 BLEX:74.60
+armenian-bsut-ud-2.12-230717 raw_text Tokens:99.94 Sentences:98.73 Words:99.79 UPOS:97.38 XPOS:99.79 UFeats:91.96 AllTags:91.20 Lemmas:96.79 UAS:90.06 LAS:85.83 CLAS:82.09 MLAS:71.10 BLEX:79.05
+armenian-bsut-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.60 XPOS:100.00 UFeats:92.16 AllTags:91.41 Lemmas:96.99 UAS:90.62 LAS:86.38 CLAS:82.63 MLAS:71.65 BLEX:79.57
+basque-bdt-ud-2.12-230717 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.33 XPOS:99.94 UFeats:93.32 AllTags:91.44 Lemmas:96.38 UAS:87.81 LAS:84.80 CLAS:82.60 MLAS:74.93 BLEX:79.49
+basque-bdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.39 XPOS:100.00 UFeats:93.37 AllTags:91.48 Lemmas:96.41 UAS:87.88 LAS:84.86 CLAS:82.65 MLAS:74.97 BLEX:79.52
+belarusian-hse-ud-2.12-230717 raw_text Tokens:99.37 Sentences:86.58 Words:99.37 UPOS:98.21 XPOS:97.59 UFeats:94.52 AllTags:93.57 Lemmas:93.25 UAS:87.32 LAS:85.41 CLAS:82.90 MLAS:76.98 BLEX:76.66
+belarusian-hse-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.81 XPOS:98.16 UFeats:95.10 AllTags:94.13 Lemmas:93.82 UAS:89.79 LAS:87.60 CLAS:84.92 MLAS:78.81 BLEX:78.42
+bulgarian-btb-ud-2.12-230717 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.20 XPOS:97.25 UFeats:97.96 AllTags:96.87 Lemmas:98.01 UAS:94.41 LAS:91.71 CLAS:89.10 MLAS:85.92 BLEX:86.61
+bulgarian-btb-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.33 XPOS:97.37 UFeats:98.09 AllTags:96.99 Lemmas:98.09 UAS:95.22 LAS:92.48 CLAS:89.84 MLAS:86.61 BLEX:87.35
+catalan-ancora-ud-2.12-230717 raw_text Tokens:99.97 Sentences:99.08 Words:99.95 UPOS:99.11 XPOS:97.25 UFeats:98.72 AllTags:96.98 Lemmas:99.40 UAS:94.92 LAS:93.43 CLAS:90.17 MLAS:88.06 BLEX:89.51
+catalan-ancora-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.17 XPOS:97.36 UFeats:98.79 AllTags:97.09 Lemmas:99.46 UAS:95.08 LAS:93.59 CLAS:90.37 MLAS:88.27 BLEX:89.70
+chinese-gsdsimp-ud-2.12-230717 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.23 XPOS:87.15 UFeats:89.70 AllTags:86.47 Lemmas:90.23 UAS:72.74 LAS:70.28 CLAS:66.94 MLAS:63.38 BLEX:66.93
+chinese-gsdsimp-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:96.00 UFeats:99.43 AllTags:95.33 Lemmas:99.93 UAS:87.08 LAS:83.97 CLAS:82.58 MLAS:78.23 BLEX:82.55
+chinese-gsd-ud-2.12-230717 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.18 XPOS:87.09 UFeats:89.68 AllTags:86.42 Lemmas:90.20 UAS:72.57 LAS:70.14 CLAS:66.75 MLAS:63.02 BLEX:66.73
+chinese-gsd-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.16 XPOS:96.05 UFeats:99.41 AllTags:95.38 Lemmas:99.92 UAS:87.18 LAS:84.07 CLAS:82.59 MLAS:78.07 BLEX:82.55
+classical_chinese-kyoto-ud-2.12-230717 raw_text Tokens:97.94 Sentences:46.37 Words:97.94 UPOS:89.68 XPOS:88.94 UFeats:91.59 AllTags:86.06 Lemmas:97.51 UAS:71.39 LAS:66.13 CLAS:64.93 MLAS:62.36 BLEX:64.70
+classical_chinese-kyoto-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.43 XPOS:92.14 UFeats:94.63 AllTags:89.89 Lemmas:99.52 UAS:84.71 LAS:79.40 CLAS:78.60 MLAS:75.55 BLEX:78.24
+coptic-scriptorium-ud-2.12-230717 raw_text Tokens:100.00 Sentences:33.63 Words:75.26 UPOS:73.02 XPOS:72.92 UFeats:73.15 AllTags:72.08 Lemmas:73.90 UAS:51.82 LAS:50.05 CLAS:40.18 MLAS:37.34 BLEX:39.84
+coptic-scriptorium-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.05 XPOS:96.91 UFeats:97.81 AllTags:95.90 Lemmas:97.41 UAS:90.46 LAS:87.70 CLAS:81.75 MLAS:76.41 BLEX:79.79
+croatian-set-ud-2.12-230717 raw_text Tokens:99.93 Sentences:94.79 Words:99.93 UPOS:98.49 XPOS:95.82 UFeats:96.31 AllTags:95.53 Lemmas:97.78 UAS:92.41 LAS:89.57 CLAS:87.42 MLAS:81.89 BLEX:84.77
+croatian-set-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.57 XPOS:95.90 UFeats:96.39 AllTags:95.62 Lemmas:97.83 UAS:92.91 LAS:90.07 CLAS:87.88 MLAS:82.34 BLEX:85.21
+czech-pdt-ud-2.12-230717 raw_text Tokens:99.93 Sentences:93.37 Words:99.93 UPOS:99.30 XPOS:98.46 UFeats:98.78 AllTags:98.25 Lemmas:99.38 UAS:95.01 LAS:93.64 CLAS:92.92 MLAS:90.75 BLEX:92.30
+czech-pdt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.38 XPOS:98.55 UFeats:98.87 AllTags:98.34 Lemmas:99.46 UAS:95.81 LAS:94.43 CLAS:93.61 MLAS:91.41 BLEX:92.97
+czech-cac-ud-2.12-230717 raw_text Tokens:100.00 Sentences:99.68 Words:99.99 UPOS:99.69 XPOS:98.25 UFeats:98.07 AllTags:97.74 Lemmas:99.30 UAS:96.20 LAS:94.95 CLAS:93.95 MLAS:90.84 BLEX:93.11
+czech-cac-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.70 XPOS:98.26 UFeats:98.08 AllTags:97.74 Lemmas:99.31 UAS:96.20 LAS:94.95 CLAS:93.97 MLAS:90.86 BLEX:93.13
+czech-cltt-ud-2.12-230717 raw_text Tokens:99.32 Sentences:96.92 Words:99.32 UPOS:98.95 XPOS:93.72 UFeats:93.99 AllTags:93.65 Lemmas:98.48 UAS:92.47 LAS:90.77 CLAS:89.17 MLAS:82.87 BLEX:88.60
+czech-cltt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.40 XPOS:94.18 UFeats:94.49 AllTags:94.07 Lemmas:99.03 UAS:93.17 LAS:91.20 CLAS:89.44 MLAS:82.92 BLEX:88.86
+czech-fictree-ud-2.12-230717 raw_text Tokens:99.99 Sentences:98.95 Words:99.99 UPOS:99.14 XPOS:97.07 UFeats:97.93 AllTags:96.88 Lemmas:99.29 UAS:96.17 LAS:94.67 CLAS:93.42 MLAS:89.47 BLEX:92.40
+czech-fictree-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.16 XPOS:97.08 UFeats:97.95 AllTags:96.89 Lemmas:99.30 UAS:96.24 LAS:94.73 CLAS:93.51 MLAS:89.57 BLEX:92.50
+danish-ddt-ud-2.12-230717 raw_text Tokens:99.82 Sentences:89.80 Words:99.82 UPOS:97.98 XPOS:99.82 UFeats:97.36 AllTags:96.60 Lemmas:97.38 UAS:88.60 LAS:86.46 CLAS:83.92 MLAS:79.10 BLEX:81.13
+danish-ddt-ud-2.12-230717 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.17 XPOS:100.00 UFeats:97.59 AllTags:96.83 Lemmas:97.52 UAS:89.82 LAS:87.64 CLAS:85.10 MLAS:80.18 BLEX:82.15
+dutch-alpino-ud-2.12-230717 raw_text Tokens:99.75 Sentences:89.10 Words:99.75 UPOS:97.77 XPOS:96.66 UFeats:97.68 AllTags:96.28 Lemmas:94.91 UAS:92.90 LAS:90.52 CLAS:86.76 MLAS:83.71 BLEX:80.13
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udpipe2/models-2.12/compare_shared.sh

@@ -0,0 +1,15 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 prefix >&2; exit 1; }
+prefix="$1"; shift
+
+for d in $prefix-*_all; do
+  for t in $d/*/; do
+    t=$(basename $t)
+    echo $t
+    for s in Dev Test; do
+      grep "$s.*epoch 20, lr 0.0001" $prefix-$t/training.log
+      grep "$s.*$t epoch 20, lr 0.0001" $d/training.log
+    done
+  done
+done

udpipe2/models-2.12/compare_shared_summary.py

@@ -0,0 +1,21 @@
+#!/usr/bin/env python3
+import sys
+
+treebank, results = None, []
+while (line := sys.stdin.readline()):
+    parts = line.rstrip("\r\n").split(" ")
+    if len(parts) == 1:
+        if results:
+            print(treebank, *results)
+        treebank = parts[0]
+        results = []
+    else:
+        values = []
+        for i in range(2):
+            if i:
+                parts = sys.stdin.readline().rstrip("\r\n").split(" ")
+            values.append(sum(float(parts[parts.index(f"{key}:") + 1].rstrip(",")) for key in ["AllTags", "Lemmas", "LAS"]))
+        results.append(f"{values[1] - values[0]:.3f}")
+
+if results:
+    print(treebank, *results)

udpipe2/models-2.12/eval_all.sh

@@ -0,0 +1,17 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo "Usage $0 datadir [server]" >&2; exit 1; }
+data="$1"; shift
+server="$1"
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../$data/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu "$txt" $server | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.12/eval_has_feature.sh

@@ -0,0 +1,17 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
+data="$1"; shift
+
+for d in ../$data/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.12/models_copy.sh

@@ -0,0 +1,26 @@
+#!/bin/sh
+
+[ $# -ge 2 ] || { echo Usage $0 datadir date >&2; exit 1; }
+data="$1"; shift
+date="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-$date.model
+    ln -fsn ${lang}_all-$data-$date.model $treebank-$data-$date.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-$date.model
+  fi
+done
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  cp ~/repos/udpipe/training/models-$data-tokenizer-chosen/$treebank/$treebank.model $treebank-$data-$date.model/$treebank.tokenizer
+
+  consistent_feats=$treebank-$data-$date.model/consistent_feats.table
+  [ -f "$consistent_feats " ] || python3 ../scripts/gen_consistent_feats_tables.py ${treebank%%_*} $(dirname $consistent_feats)
+done

udpipe2/models-2.12/models_list.sh

@@ -0,0 +1,137 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_212_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.12-230717:af_afribooms-ud-2.12-230717:af:afr        models-2.12/af_afribooms-ud-2.12-230717.model    af_afribooms    $ack
+ancient_greek-proiel-ud-2.12-230717:grc_proiel-ud-2.12-230717:grc            models-2.12/grc_all-ud-2.12-230717.model         grc_proiel      $ack
+ancient_greek-perseus-ud-2.12-230717:grc_perseus-ud-2.12-230717              models-2.12/grc_all-ud-2.12-230717.model         grc_perseus     $ack
+ancient_hebrew-ptnk-ud-2.12-230717:hbo_ptnk-ud-2.12-230717:hbo               models-2.12/hbo_ptnk-ud-2.12-230717.model        hbo_ptnk        $ack
+arabic-padt-ud-2.12-230717:ar_padt-ud-2.12-230717:ar:ara                     models-2.12/ar_padt-ud-2.12-230717.model         ar_padt         $ack
+armenian-armtdp-ud-2.12-230717:hy_armtdp-ud-2.12-230717:hy:hye:arm           models-2.12/hy_all-ud-2.12-230717.model          hy_armtdp       $ack
+armenian-bsut-ud-2.12-230717:hy_bsut-ud-2.12-230717                          models-2.12/hy_all-ud-2.12-230717.model          hy_bsut         $ack
+basque-bdt-ud-2.12-230717:eu_bdt-ud-2.12-230717:eu:eus                       models-2.12/eu_bdt-ud-2.12-230717.model          eu_bdt          $ack
+belarusian-hse-ud-2.12-230717:be_hse-ud-2.12-230717:be:bel                   models-2.12/be_hse-ud-2.12-230717.model          be_hse          $ack
+bulgarian-btb-ud-2.12-230717:bg_btb-ud-2.12-230717:bg:bul                    models-2.12/bg_btb-ud-2.12-230717.model          bg_btb          $ack
+catalan-ancora-ud-2.12-230717:ca_ancora-ud-2.12-230717:ca:cat                models-2.12/ca_ancora-ud-2.12-230717.model       ca_ancora       $ack
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+EOF

udpipe2/models-2.12/models_non_shared.txt

@@ -0,0 +1,5 @@
+de_gsd
+de_hdt
+la_ittb
+la_llct
+la_proiel

udpipe2/models-2.6/.gitignore

@@ -0,0 +1 @@
+/*-200830.model

udpipe2/models-2.6/EVALUATION-logs.txt

@@ -0,0 +1,100 @@
+af_afribooms     UPOS:  98.70,  XPOS:  95.56,   UFeats:  98.41,   AllTags:  95.48,  Lemmas:  97.61,   UAS:  90.80,  LAS:  88.40,  CLAS:  83.96,  MLAS:  80.78,  BLEX:  80.31
+ar_padt          UPOS:  96.87,  XPOS:  94.20,   UFeats:  94.36,   AllTags:  93.82,  Lemmas:  95.23,   UAS:  87.60,  LAS:  83.14,  CLAS:  80.34,  MLAS:  74.51,  BLEX:  76.09
+be_hse           UPOS:  96.39,  XPOS:  31.85,   UFeats:  82.19,   AllTags:  27.08,  Lemmas:  81.53,   UAS:  80.18,  LAS:  75.18,  CLAS:  70.16,  MLAS:  52.92,  BLEX:  53.60
+bg_btb           UPOS:  99.27,  XPOS:  97.30,   UFeats:  98.05,   AllTags:  96.95,  Lemmas:  98.07,   UAS:  95.17,  LAS:  92.41,  CLAS:  89.72,  MLAS:  86.62,  BLEX:  87.17
+ca_ancora        UPOS:  99.09,  XPOS:  99.03,   UFeats:  98.67,   AllTags:  98.18,  Lemmas:  99.34,   UAS:  94.60,  LAS:  92.95,  CLAS:  90.00,  MLAS:  87.73,  BLEX:  89.35
+cop_scriptorium  UPOS:  96.15,  XPOS:  92.53,   UFeats:  87.75,   AllTags:  81.98,  Lemmas:  96.70,   UAS:  89.14,  LAS:  85.79,  CLAS:  78.98,  MLAS:  57.57,  BLEX:  76.42
+cs_cac           UPOS:  99.54,  XPOS:  97.36,   UFeats:  97.07,   AllTags:  96.67,  Lemmas:  98.95,   UAS:  94.37,  LAS:  92.54,  CLAS:  91.10,  MLAS:  87.63,  BLEX:  89.83
+cs_cltt          UPOS:  99.49,  XPOS:  95.19,   UFeats:  95.16,   AllTags:  94.95,  Lemmas:  99.30,   UAS:  91.91,  LAS:  90.21,  CLAS:  87.85,  MLAS:  82.25,  BLEX:  87.31
+cs_fictree       UPOS:  98.69,  XPOS:  95.82,   UFeats:  96.80,   AllTags:  95.40,  Lemmas:  99.21,   UAS:  94.92,  LAS:  92.74,  CLAS:  90.75,  MLAS:  85.47,  BLEX:  89.69
+cs_pdt           UPOS:  99.30,  XPOS:  97.71,   UFeats:  97.70,   AllTags:  97.24,  Lemmas:  99.17,   UAS:  94.60,  LAS:  92.81,  CLAS:  91.49,  MLAS:  88.45,  BLEX:  90.57
+cu_proiel        UPOS:  96.89,  XPOS:  97.09,   UFeats:  91.22,   AllTags:  89.97,  Lemmas:  93.20,   UAS:  87.95,  LAS:  83.81,  CLAS:  82.67,  MLAS:  73.92,  BLEX:  77.26
+cy_ccg           UPOS:  94.54,  XPOS:  93.51,   UFeats:  89.52,   AllTags:  86.83,  Lemmas:  93.46,   UAS:  87.04,  LAS:  80.35,  CLAS:  75.03,  MLAS:  62.14,  BLEX:  68.05
+da_ddt           UPOS:  98.26,  XPOS:  100.00,  UFeats:  97.73,   AllTags:  96.99,  Lemmas:  97.53,   UAS:  89.82,  LAS:  87.67,  CLAS:  85.28,  MLAS:  80.73,  BLEX:  82.27
+de_gsd           UPOS:  94.73,  XPOS:  97.96,   UFeats:  91.65,   AllTags:  86.51,  Lemmas:  96.95,   UAS:  89.36,  LAS:  85.31,  CLAS:  81.46,  MLAS:  64.33,  BLEX:  77.26
+de_hdt           UPOS:  98.62,  XPOS:  98.57,   UFeats:  94.21,   AllTags:  93.81,  Lemmas:  97.32,   UAS:  97.57,  LAS:  96.67,  CLAS:  94.78,  MLAS:  85.53,  BLEX:  91.10
+el_gdt           UPOS:  98.14,  XPOS:  98.14,   UFeats:  95.69,   AllTags:  95.02,  Lemmas:  95.61,   UAS:  93.82,  LAS:  91.95,  CLAS:  88.49,  MLAS:  82.03,  BLEX:  81.53
+en_ewt           UPOS:  97.29,  XPOS:  97.03,   UFeats:  97.57,   AllTags:  95.84,  Lemmas:  98.57,   UAS:  92.24,  LAS:  90.05,  CLAS:  87.66,  MLAS:  83.33,  BLEX:  86.07
+en_gum           UPOS:  96.99,  XPOS:  96.93,   UFeats:  97.75,   AllTags:  96.09,  Lemmas:  97.56,   UAS:  91.93,  LAS:  89.36,  CLAS:  85.51,  MLAS:  81.20,  BLEX:  82.25
+en_lines         UPOS:  97.67,  XPOS:  95.90,   UFeats:  96.92,   AllTags:  93.41,  Lemmas:  98.41,   UAS:  90.26,  LAS:  87.36,  CLAS:  85.92,  MLAS:  80.24,  BLEX:  83.79
+en_partut        UPOS:  97.62,  XPOS:  97.33,   UFeats:  96.54,   AllTags:  95.63,  Lemmas:  98.50,   UAS:  94.40,  LAS:  92.37,  CLAS:  89.16,  MLAS:  83.44,  BLEX:  87.48
+es_ancora        UPOS:  99.14,  XPOS:  99.06,   UFeats:  98.91,   AllTags:  98.37,  Lemmas:  99.40,   UAS:  93.83,  LAS:  91.97,  CLAS:  88.94,  MLAS:  87.01,  BLEX:  88.24
+es_gsd           UPOS:  97.40,  XPOS:  100.00,  UFeats:  97.27,   AllTags:  95.54,  Lemmas:  99.02,   UAS:  92.73,  LAS:  90.38,  CLAS:  86.59,  MLAS:  79.93,  BLEX:  85.13
+et_edt           UPOS:  97.75,  XPOS:  98.29,   UFeats:  96.48,   AllTags:  95.28,  Lemmas:  95.40,   UAS:  89.66,  LAS:  87.06,  CLAS:  85.63,  MLAS:  80.93,  BLEX:  80.44
+et_ewt           UPOS:  96.22,  XPOS:  97.37,   UFeats:  94.65,   AllTags:  92.37,  Lemmas:  94.83,   UAS:  86.37,  LAS:  82.55,  CLAS:  80.09,  MLAS:  73.03,  BLEX:  74.39
+eu_bdt           UPOS:  96.48,  XPOS:  100.00,  UFeats:  93.64,   AllTags:  91.72,  Lemmas:  96.43,   UAS:  87.30,  LAS:  84.21,  CLAS:  83.22,  MLAS:  75.00,  BLEX:  79.96
+fa_seraji        UPOS:  97.98,  XPOS:  97.97,   UFeats:  98.07,   AllTags:  97.60,  Lemmas:  96.94,   UAS:  91.74,  LAS:  88.76,  CLAS:  85.80,  MLAS:  84.00,  BLEX:  82.82
+fi_ftb           UPOS:  96.85,  XPOS:  95.31,   UFeats:  96.87,   AllTags:  94.16,  Lemmas:  95.83,   UAS:  91.99,  LAS:  89.34,  CLAS:  86.99,  MLAS:  82.64,  BLEX:  83.05
+fi_tdt           UPOS:  97.97,  XPOS:  98.56,   UFeats:  96.37,   AllTags:  95.48,  Lemmas:  92.38,   UAS:  91.69,  LAS:  89.63,  CLAS:  88.02,  MLAS:  83.30,  BLEX:  79.18
+fr_gsd           UPOS:  98.29,  XPOS:  99.99,   UFeats:  97.63,   AllTags:  96.94,  Lemmas:  98.80,   UAS:  94.46,  LAS:  92.63,  CLAS:  88.79,  MLAS:  84.72,  BLEX:  87.21
+fr_partut        UPOS:  97.89,  XPOS:  97.54,   UFeats:  94.74,   AllTags:  94.20,  Lemmas:  96.20,   UAS:  95.47,  LAS:  93.62,  CLAS:  90.37,  MLAS:  81.20,  BLEX:  84.28
+fr_sequoia       UPOS:  99.32,  XPOS:  100.00,  UFeats:  98.19,   AllTags:  97.78,  Lemmas:  99.09,   UAS:  95.80,  LAS:  94.43,  CLAS:  92.08,  MLAS:  88.78,  BLEX:  90.78
+fr_spoken        UPOS:  97.63,  XPOS:  97.31,   UFeats:  100.00,  AllTags:  95.00,  Lemmas:  98.28,   UAS:  87.27,  LAS:  82.51,  CLAS:  76.67,  MLAS:  74.23,  BLEX:  75.56
+fro_srcmf        UPOS:  96.47,  XPOS:  96.33,   UFeats:  97.86,   AllTags:  95.64,  Lemmas:  100.00,  UAS:  92.36,  LAS:  87.81,  CLAS:  84.26,  MLAS:  81.17,  BLEX:  84.26
+ga_idt           UPOS:  94.59,  XPOS:  94.60,   UFeats:  73.65,   AllTags:  70.63,  Lemmas:  93.41,   UAS:  84.98,  LAS:  78.30,  CLAS:  72.46,  MLAS:  40.94,  BLEX:  65.87
+gd_arcosg        UPOS:  94.26,  XPOS:  87.84,   UFeats:  90.23,   AllTags:  86.30,  Lemmas:  95.85,   UAS:  83.77,  LAS:  77.61,  CLAS:  71.81,  MLAS:  62.05,  BLEX:  68.26
+gl_ctg           UPOS:  98.04,  XPOS:  97.79,   UFeats:  99.83,   AllTags:  97.43,  Lemmas:  98.82,   UAS:  87.22,  LAS:  84.73,  CLAS:  79.97,  MLAS:  74.05,  BLEX:  78.78
+gl_treegal       UPOS:  97.23,  XPOS:  94.65,   UFeats:  95.76,   AllTags:  93.73,  Lemmas:  97.89,   UAS:  86.57,  LAS:  82.30,  CLAS:  77.99,  MLAS:  71.04,  BLEX:  75.71
+got_proiel       UPOS:  96.81,  XPOS:  97.26,   UFeats:  91.12,   AllTags:  89.28,  Lemmas:  94.77,   UAS:  83.73,  LAS:  77.93,  CLAS:  74.94,  MLAS:  65.37,  BLEX:  70.85
+grc_perseus      UPOS:  93.24,  XPOS:  86.03,   UFeats:  91.62,   AllTags:  85.30,  Lemmas:  86.84,   UAS:  79.74,  LAS:  74.06,  CLAS:  68.57,  MLAS:  54.92,  BLEX:  55.72
+grc_proiel       UPOS:  97.91,  XPOS:  98.18,   UFeats:  92.59,   AllTags:  91.30,  Lemmas:  94.76,   UAS:  85.95,  LAS:  81.90,  CLAS:  77.27,  MLAS:  66.72,  BLEX:  71.84
+he_htb           UPOS:  97.48,  XPOS:  97.48,   UFeats:  96.03,   AllTags:  95.36,  Lemmas:  97.23,   UAS:  91.83,  LAS:  89.25,  CLAS:  84.45,  MLAS:  78.52,  BLEX:  81.02
+hi_hdtb          UPOS:  97.65,  XPOS:  97.29,   UFeats:  94.21,   AllTags:  92.35,  Lemmas:  98.78,   UAS:  95.44,  LAS:  92.49,  CLAS:  89.12,  MLAS:  79.41,  BLEX:  87.84
+hr_set           UPOS:  98.23,  XPOS:  96.00,   UFeats:  96.52,   AllTags:  95.38,  Lemmas:  97.64,   UAS:  92.72,  LAS:  88.89,  CLAS:  86.41,  MLAS:  80.66,  BLEX:  83.53
+hu_szeged        UPOS:  96.87,  XPOS:  100.00,  UFeats:  94.45,   AllTags:  93.61,  Lemmas:  95.09,   UAS:  88.28,  LAS:  84.73,  CLAS:  83.84,  MLAS:  75.27,  BLEX:  78.26
+hy_armtdp        UPOS:  96.11,  XPOS:  100.00,  UFeats:  90.90,   AllTags:  89.37,  Lemmas:  95.04,   UAS:  86.31,  LAS:  81.18,  CLAS:  76.30,  MLAS:  67.00,  BLEX:  72.22
+id_gsd           UPOS:  93.90,  XPOS:  94.26,   UFeats:  95.52,   AllTags:  88.98,  Lemmas:  99.61,   UAS:  86.32,  LAS:  80.18,  CLAS:  78.38,  MLAS:  69.51,  BLEX:  78.00
+it_isdt          UPOS:  98.68,  XPOS:  98.60,   UFeats:  98.38,   AllTags:  97.81,  Lemmas:  98.81,   UAS:  95.07,  LAS:  93.44,  CLAS:  89.91,  MLAS:  87.20,  BLEX:  88.19
+it_partut        UPOS:  98.54,  XPOS:  98.65,   UFeats:  98.38,   AllTags:  97.88,  Lemmas:  98.93,   UAS:  96.18,  LAS:  93.98,  CLAS:  90.32,  MLAS:  87.48,  BLEX:  89.15
+it_postwita      UPOS:  97.06,  XPOS:  96.79,   UFeats:  96.89,   AllTags:  95.41,  Lemmas:  97.18,   UAS:  88.04,  LAS:  83.76,  CLAS:  79.65,  MLAS:  75.23,  BLEX:  76.98
+it_twittiro      UPOS:  97.01,  XPOS:  96.77,   UFeats:  96.14,   AllTags:  94.42,  Lemmas:  95.50,   UAS:  87.84,  LAS:  83.43,  CLAS:  77.88,  MLAS:  71.64,  BLEX:  72.68
+it_vit           UPOS:  98.16,  XPOS:  97.49,   UFeats:  97.66,   AllTags:  96.16,  Lemmas:  98.92,   UAS:  92.77,  LAS:  89.91,  CLAS:  85.65,  MLAS:  81.15,  BLEX:  84.53
+ja_gsd           UPOS:  98.03,  XPOS:  97.71,   UFeats:  99.99,   AllTags:  96.83,  Lemmas:  99.61,   UAS:  94.73,  LAS:  93.41,  CLAS:  89.48,  MLAS:  87.64,  BLEX:  89.28
+ko_gsd           UPOS:  96.74,  XPOS:  90.32,   UFeats:  99.82,   AllTags:  88.16,  Lemmas:  93.64,   UAS:  89.50,  LAS:  85.84,  CLAS:  84.02,  MLAS:  81.76,  BLEX:  78.14
+ko_kaist         UPOS:  95.94,  XPOS:  87.85,   UFeats:  100.00,  AllTags:  87.66,  Lemmas:  94.27,   UAS:  89.51,  LAS:  87.67,  CLAS:  85.58,  MLAS:  82.42,  BLEX:  80.42
+la_llct          UPOS:  99.60,  XPOS:  97.14,   UFeats:  97.11,   AllTags:  96.63,  Lemmas:  97.68,   UAS:  95.54,  LAS:  94.40,  CLAS:  93.31,  MLAS:  89.40,  BLEX:  90.53
+la_perseus       UPOS:  91.64,  XPOS:  81.17,   UFeats:  86.33,   AllTags:  78.74,  Lemmas:  88.04,   UAS:  78.21,  LAS:  69.07,  CLAS:  64.61,  MLAS:  52.84,  BLEX:  55.99
+la_ittb          UPOS:  98.52,  XPOS:  96.37,   UFeats:  96.92,   AllTags:  95.11,  Lemmas:  98.93,   UAS:  91.24,  LAS:  89.07,  CLAS:  86.65,  MLAS:  82.62,  BLEX:  85.88
+la_proiel        UPOS:  97.07,  XPOS:  97.16,   UFeats:  91.53,   AllTags:  90.52,  Lemmas:  96.42,   UAS:  83.78,  LAS:  79.04,  CLAS:  76.46,  MLAS:  67.58,  BLEX:  73.88
+lt_alksnis       UPOS:  96.04,  XPOS:  90.40,   UFeats:  91.18,   AllTags:  89.49,  Lemmas:  93.70,   UAS:  83.93,  LAS:  80.08,  CLAS:  78.02,  MLAS:  69.02,  BLEX:  72.43
+lt_hse           UPOS:  91.23,  XPOS:  91.32,   UFeats:  83.21,   AllTags:  78.40,  Lemmas:  90.28,   UAS:  73.77,  LAS:  64.53,  CLAS:  61.53,  MLAS:  45.25,  BLEX:  54.68
+lv_lvtb          UPOS:  96.92,  XPOS:  90.24,   UFeats:  94.40,   AllTags:  89.43,  Lemmas:  96.45,   UAS:  89.33,  LAS:  86.23,  CLAS:  84.13,  MLAS:  76.29,  BLEX:  80.60
+lzh_kyoto        UPOS:  93.55,  XPOS:  93.24,   UFeats:  95.01,   AllTags:  90.86,  Lemmas:  99.96,   UAS:  85.49,  LAS:  80.20,  CLAS:  79.28,  MLAS:  76.42,  BLEX:  79.25
+mr_ufal          UPOS:  84.22,  XPOS:  100.00,  UFeats:  68.69,   AllTags:  63.83,  Lemmas:  80.10,   UAS:  70.39,  LAS:  60.92,  CLAS:  56.02,  MLAS:  31.95,  BLEX:  42.32
+mt_mudt          UPOS:  95.88,  XPOS:  95.77,   UFeats:  100.00,  AllTags:  95.40,  Lemmas:  100.00,  UAS:  85.46,  LAS:  80.38,  CLAS:  72.66,  MLAS:  68.69,  BLEX:  72.66
+nl_alpino        UPOS:  97.57,  XPOS:  96.13,   UFeats:  97.18,   AllTags:  95.53,  Lemmas:  97.46,   UAS:  93.93,  LAS:  91.53,  CLAS:  87.66,  MLAS:  82.72,  BLEX:  84.42
+nl_lassysmall    UPOS:  96.79,  XPOS:  96.05,   UFeats:  96.97,   AllTags:  95.40,  Lemmas:  97.33,   UAS:  94.26,  LAS:  91.24,  CLAS:  87.83,  MLAS:  83.56,  BLEX:  84.84
+no_bokmaal       UPOS:  98.57,  XPOS:  100.00,  UFeats:  97.71,   AllTags:  97.05,  Lemmas:  98.75,   UAS:  94.48,  LAS:  93.00,  CLAS:  91.03,  MLAS:  87.67,  BLEX:  89.43
+no_nynorsk       UPOS:  98.50,  XPOS:  100.00,  UFeats:  97.51,   AllTags:  96.80,  Lemmas:  98.50,   UAS:  94.66,  LAS:  92.93,  CLAS:  90.99,  MLAS:  86.95,  BLEX:  89.01
+no_nynorsklia    UPOS:  96.55,  XPOS:  100.00,  UFeats:  95.79,   AllTags:  93.72,  Lemmas:  98.14,   UAS:  81.15,  LAS:  76.76,  CLAS:  71.75,  MLAS:  65.94,  BLEX:  69.80
+orv_rnc          UPOS:  93.34,  XPOS:  89.43,   UFeats:  77.09,   AllTags:  67.76,  Lemmas:  76.13,   UAS:  66.86,  LAS:  60.73,  CLAS:  56.02,  MLAS:  36.05,  BLEX:  37.07
+orv_torot        UPOS:  94.93,  XPOS:  94.99,   UFeats:  88.44,   AllTags:  86.35,  Lemmas:  85.77,   UAS:  83.15,  LAS:  77.17,  CLAS:  73.95,  MLAS:  63.78,  BLEX:  62.66
+pcm_nsc          UPOS:  98.14,  XPOS:  100.00,  UFeats:  99.16,   AllTags:  97.77,  Lemmas:  99.27,   UAS:  92.50,  LAS:  89.84,  CLAS:  87.08,  MLAS:  84.25,  BLEX:  86.26
+pl_lfg           UPOS:  99.09,  XPOS:  96.18,   UFeats:  96.70,   AllTags:  95.25,  Lemmas:  98.41,   UAS:  97.29,  LAS:  95.91,  CLAS:  94.64,  MLAS:  90.12,  BLEX:  92.77
+pl_pdb           UPOS:  99.04,  XPOS:  95.88,   UFeats:  95.99,   AllTags:  95.18,  Lemmas:  98.19,   UAS:  94.51,  LAS:  92.50,  CLAS:  90.58,  MLAS:  85.36,  BLEX:  88.52
+pt_bosque        UPOS:  97.60,  XPOS:  100.00,  UFeats:  96.49,   AllTags:  95.11,  Lemmas:  98.42,   UAS:  93.53,  LAS:  90.80,  CLAS:  87.48,  MLAS:  80.42,  BLEX:  85.51
+pt_gsd           UPOS:  98.69,  XPOS:  98.69,   UFeats:  99.87,   AllTags:  98.59,  Lemmas:  99.49,   UAS:  94.94,  LAS:  93.82,  CLAS:  90.96,  MLAS:  89.11,  BLEX:  90.36
+ro_nonstandard   UPOS:  97.21,  XPOS:  92.90,   UFeats:  91.53,   AllTags:  90.13,  Lemmas:  95.74,   UAS:  91.00,  LAS:  86.49,  CLAS:  81.82,  MLAS:  69.53,  BLEX:  77.28
+ro_rrt           UPOS:  98.08,  XPOS:  97.44,   UFeats:  97.60,   AllTags:  97.08,  Lemmas:  98.49,   UAS:  92.74,  LAS:  88.38,  CLAS:  84.56,  MLAS:  80.82,  BLEX:  82.88
+ru_gsd           UPOS:  98.49,  XPOS:  97.98,   UFeats:  95.17,   AllTags:  93.97,  Lemmas:  97.27,   UAS:  92.77,  LAS:  89.43,  CLAS:  88.26,  MLAS:  81.44,  BLEX:  85.05
+ru_syntagrus     UPOS:  99.27,  XPOS:  100.00,  UFeats:  97.98,   AllTags:  97.76,  Lemmas:  98.68,   UAS:  94.99,  LAS:  93.72,  CLAS:  92.53,  MLAS:  89.90,  BLEX:  90.95
+ru_taiga         UPOS:  96.47,  XPOS:  98.56,   UFeats:  92.72,   AllTags:  89.87,  Lemmas:  95.68,   UAS:  85.57,  LAS:  80.81,  CLAS:  78.38,  MLAS:  68.93,  BLEX:  73.90
+sa_vedic         UPOS:  90.01,  XPOS:  100.00,  UFeats:  83.11,   AllTags:  78.58,  Lemmas:  87.24,   UAS:  73.34,  LAS:  61.55,  CLAS:  61.10,  MLAS:  51.87,  BLEX:  54.91
+sk_snk           UPOS:  97.30,  XPOS:  88.06,   UFeats:  92.84,   AllTags:  86.98,  Lemmas:  96.60,   UAS:  93.68,  LAS:  91.57,  CLAS:  90.57,  MLAS:  80.55,  BLEX:  86.59
+sl_ssj           UPOS:  98.86,  XPOS:  96.44,   UFeats:  96.69,   AllTags:  96.01,  Lemmas:  98.54,   UAS:  94.41,  LAS:  92.96,  CLAS:  90.98,  MLAS:  86.68,  BLEX:  89.30
+sl_sst           UPOS:  95.71,  XPOS:  93.11,   UFeats:  92.94,   AllTags:  90.90,  Lemmas:  97.46,   UAS:  77.81,  LAS:  72.24,  CLAS:  68.73,  MLAS:  62.71,  BLEX:  67.18
+sme_giella       UPOS:  92.47,  XPOS:  93.70,   UFeats:  89.56,   AllTags:  85.75,  Lemmas:  86.96,   UAS:  76.97,  LAS:  72.16,  CLAS:  69.62,  MLAS:  60.95,  BLEX:  59.19
+sr_set           UPOS:  99.01,  XPOS:  95.78,   UFeats:  95.94,   AllTags:  95.39,  Lemmas:  97.83,   UAS:  94.33,  LAS:  91.82,  CLAS:  90.14,  MLAS:  83.84,  BLEX:  87.45
+sv_lines         UPOS:  97.75,  XPOS:  95.48,   UFeats:  90.91,   AllTags:  88.09,  Lemmas:  97.79,   UAS:  89.91,  LAS:  86.52,  CLAS:  85.06,  MLAS:  72.13,  BLEX:  82.48
+sv_talbanken     UPOS:  98.51,  XPOS:  97.38,   UFeats:  97.44,   AllTags:  96.57,  Lemmas:  98.30,   UAS:  92.46,  LAS:  90.14,  CLAS:  88.33,  MLAS:  84.12,  BLEX:  86.33
+ta_ttb           UPOS:  93.36,  XPOS:  87.28,   UFeats:  90.10,   AllTags:  86.22,  Lemmas:  93.97,   UAS:  78.03,  LAS:  71.79,  CLAS:  69.86,  MLAS:  61.09,  BLEX:  64.80
+te_mtg           UPOS:  94.04,  XPOS:  94.04,   UFeats:  98.89,   AllTags:  94.04,  Lemmas:  100.00,  UAS:  91.12,  LAS:  84.47,  CLAS:  80.46,  MLAS:  76.84,  BLEX:  80.46
+tr_imst          UPOS:  96.10,  XPOS:  95.32,   UFeats:  93.66,   AllTags:  91.50,  Lemmas:  96.00,   UAS:  76.10,  LAS:  69.93,  CLAS:  66.52,  MLAS:  60.33,  BLEX:  63.83
+ug_udt           UPOS:  89.67,  XPOS:  92.21,   UFeats:  88.92,   AllTags:  80.47,  Lemmas:  95.27,   UAS:  78.39,  LAS:  66.27,  CLAS:  59.89,  MLAS:  47.53,  BLEX:  56.23
+uk_iu            UPOS:  98.10,  XPOS:  94.42,   UFeats:  94.34,   AllTags:  93.30,  Lemmas:  97.56,   UAS:  91.11,  LAS:  88.75,  CLAS:  86.27,  MLAS:  79.11,  BLEX:  83.59
+ur_udtb          UPOS:  94.08,  XPOS:  92.26,   UFeats:  82.92,   AllTags:  78.43,  Lemmas:  97.39,   UAS:  88.37,  LAS:  82.74,  CLAS:  77.23,  MLAS:  56.90,  BLEX:  74.92
+vi_vtb           UPOS:  90.56,  XPOS:  88.69,   UFeats:  99.72,   AllTags:  88.47,  Lemmas:  99.58,   UAS:  72.63,  LAS:  65.26,  CLAS:  62.90,  MLAS:  58.85,  BLEX:  62.42
+wo_wtb           UPOS:  95.19,  XPOS:  95.03,   UFeats:  94.22,   AllTags:  92.10,  Lemmas:  95.97,   UAS:  85.98,  LAS:  80.75,  CLAS:  75.60,  MLAS:  68.61,  BLEX:  72.08
+zh_gsd           UPOS:  96.30,  XPOS:  96.16,   UFeats:  99.42,   AllTags:  95.45,  Lemmas:  99.99,   UAS:  87.30,  LAS:  84.22,  CLAS:  82.85,  MLAS:  78.63,  BLEX:  82.84
+zh_gsdsimp       UPOS:  96.32,  XPOS:  96.15,   UFeats:  99.43,   AllTags:  95.50,  Lemmas:  99.99,   UAS:  86.89,  LAS:  83.93,  CLAS:  82.61,  MLAS:  78.52,  BLEX:  82.60
+************     *****  96.69,  XPOS:  95.26,   UFeats:  94.39,   AllTags:  91.28,  Lemmas:  96.23,   UAS:  88.78,  LAS:  85.02,  CLAS:  81.91,  MLAS:  74.67,  BLEX:  78.34

udpipe2/models-2.6/EVALUATION-server.txt

@@ -0,0 +1,198 @@
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+afrikaans-afribooms-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.70 XPOS:95.56 UFeats:98.41 AllTags:95.48 Lemmas:97.61 UAS:90.80 LAS:88.40 CLAS:83.96 MLAS:80.78 BLEX:80.31
+ancient_greek-perseus-ud-2.6-200830 raw_text Tokens:99.97 Sentences:98.85 Words:99.97 UPOS:93.20 XPOS:86.01 UFeats:91.59 AllTags:85.27 Lemmas:86.81 UAS:79.57 LAS:73.90 CLAS:68.46 MLAS:54.80 BLEX:55.63
+ancient_greek-perseus-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.24 XPOS:86.03 UFeats:91.62 AllTags:85.30 Lemmas:86.84 UAS:79.74 LAS:74.06 CLAS:68.57 MLAS:54.92 BLEX:55.72
+ancient_greek-proiel-ud-2.6-200830 raw_text Tokens:100.00 Sentences:48.02 Words:100.00 UPOS:97.73 XPOS:98.04 UFeats:92.36 AllTags:91.01 Lemmas:94.71 UAS:79.98 LAS:75.99 CLAS:70.70 MLAS:60.15 BLEX:65.88
+ancient_greek-proiel-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.91 XPOS:98.18 UFeats:92.59 AllTags:91.30 Lemmas:94.76 UAS:85.95 LAS:81.90 CLAS:77.27 MLAS:66.72 BLEX:71.84
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+arabic-padt-ud-2.6-200830 gold_tok
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+armenian-armtdp-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.11 XPOS:100.00 UFeats:90.90 AllTags:89.37 Lemmas:95.04 UAS:86.31 LAS:81.18 CLAS:76.30 MLAS:67.00 BLEX:72.22
+basque-bdt-ud-2.6-200830 raw_text Tokens:99.94 Sentences:99.83 Words:99.94 UPOS:96.44 XPOS:99.94 UFeats:93.60 AllTags:91.69 Lemmas:96.40 UAS:87.24 LAS:84.15 CLAS:83.17 MLAS:74.97 BLEX:79.94
+basque-bdt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.48 XPOS:100.00 UFeats:93.64 AllTags:91.72 Lemmas:96.43 UAS:87.30 LAS:84.21 CLAS:83.22 MLAS:75.00 BLEX:79.96
+belarusian-hse-ud-2.6-200830 raw_text Tokens:99.84 Sentences:78.70 Words:99.84 UPOS:96.14 XPOS:31.78 UFeats:82.07 AllTags:26.98 Lemmas:81.48 UAS:75.81 LAS:71.05 CLAS:66.37 MLAS:49.78 BLEX:50.93
+belarusian-hse-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.39 XPOS:31.85 UFeats:82.19 AllTags:27.08 Lemmas:81.53 UAS:80.18 LAS:75.18 CLAS:70.16 MLAS:52.92 BLEX:53.60
+bulgarian-btb-ud-2.6-200830 raw_text Tokens:99.91 Sentences:94.17 Words:99.91 UPOS:99.15 XPOS:97.19 UFeats:97.95 AllTags:96.84 Lemmas:97.97 UAS:94.35 LAS:91.61 CLAS:88.98 MLAS:85.92 BLEX:86.43
+bulgarian-btb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.27 XPOS:97.30 UFeats:98.05 AllTags:96.95 Lemmas:98.07 UAS:95.17 LAS:92.41 CLAS:89.72 MLAS:86.62 BLEX:87.17
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+catalan-ancora-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.09 XPOS:99.03 UFeats:98.67 AllTags:98.18 Lemmas:99.34 UAS:94.60 LAS:92.95 CLAS:90.00 MLAS:87.73 BLEX:89.35
+chinese-gsdsimp-ud-2.6-200830 raw_text Tokens:90.29 Sentences:99.10 Words:90.29 UPOS:87.32 XPOS:87.20 UFeats:89.73 AllTags:86.54 Lemmas:90.29 UAS:72.68 LAS:70.32 CLAS:66.94 MLAS:63.38 BLEX:66.94
+chinese-gsdsimp-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.32 XPOS:96.15 UFeats:99.43 AllTags:95.50 Lemmas:99.99 UAS:86.89 LAS:83.93 CLAS:82.61 MLAS:78.52 BLEX:82.60
+chinese-gsd-ud-2.6-200830 raw_text Tokens:90.27 Sentences:99.10 Words:90.27 UPOS:87.27 XPOS:87.18 UFeats:89.74 AllTags:86.50 Lemmas:90.27 UAS:72.99 LAS:70.50 CLAS:67.21 MLAS:63.83 BLEX:67.21
+chinese-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.30 XPOS:96.16 UFeats:99.42 AllTags:95.45 Lemmas:99.99 UAS:87.30 LAS:84.22 CLAS:82.85 MLAS:78.63 BLEX:82.84
+classical_chinese-kyoto-ud-2.6-200830 raw_text Tokens:99.46 Sentences:46.22 Words:99.46 UPOS:90.91 XPOS:90.91 UFeats:93.43 AllTags:88.00 Lemmas:99.42 UAS:72.75 LAS:67.18 CLAS:66.03 MLAS:63.67 BLEX:66.02
+classical_chinese-kyoto-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.55 XPOS:93.24 UFeats:95.01 AllTags:90.86 Lemmas:99.96 UAS:85.49 LAS:80.20 CLAS:79.28 MLAS:76.42 BLEX:79.25
+coptic-scriptorium-ud-2.6-200830 raw_text Tokens:100.00 Sentences:35.97 Words:71.91 UPOS:69.61 XPOS:68.00 UFeats:63.06 AllTags:60.16 Lemmas:70.51 UAS:47.75 LAS:45.89 CLAS:36.22 MLAS:25.42 BLEX:35.81
+coptic-scriptorium-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.15 XPOS:92.53 UFeats:87.75 AllTags:81.98 Lemmas:96.70 UAS:89.14 LAS:85.79 CLAS:78.98 MLAS:57.57 BLEX:76.42
+croatian-set-ud-2.6-200830 raw_text Tokens:99.95 Sentences:94.41 Words:99.95 UPOS:98.18 XPOS:95.91 UFeats:96.40 AllTags:95.27 Lemmas:97.58 UAS:92.20 LAS:88.40 CLAS:85.93 MLAS:80.16 BLEX:83.07
+croatian-set-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.23 XPOS:96.00 UFeats:96.52 AllTags:95.38 Lemmas:97.64 UAS:92.72 LAS:88.89 CLAS:86.41 MLAS:80.66 BLEX:83.53
+czech-pdt-ud-2.6-200830 raw_text Tokens:99.93 Sentences:93.35 Words:99.93 UPOS:99.23 XPOS:97.61 UFeats:97.59 AllTags:97.13 Lemmas:99.09 UAS:93.81 LAS:92.03 CLAS:90.80 MLAS:87.79 BLEX:89.88
+czech-pdt-ud-2.6-200830 gold_tok
+czech-cac-ud-2.6-200830 raw_text Tokens:99.99 Sentences:99.68 Words:99.98 UPOS:99.52 XPOS:97.33 UFeats:97.05 AllTags:96.64 Lemmas:98.93 UAS:94.31 LAS:92.48 CLAS:91.03 MLAS:87.56 BLEX:89.76
+czech-cac-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.54 XPOS:97.36 UFeats:97.07 AllTags:96.67 Lemmas:98.95 UAS:94.37 LAS:92.54 CLAS:91.10 MLAS:87.63 BLEX:89.83
+czech-fictree-ud-2.6-200830 raw_text Tokens:99.99 Sentences:98.95 Words:99.99 UPOS:98.68 XPOS:95.80 UFeats:96.79 AllTags:95.38 Lemmas:99.20 UAS:94.83 LAS:92.66 CLAS:90.63 MLAS:85.35 BLEX:89.58
+czech-fictree-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.69 XPOS:95.82 UFeats:96.80 AllTags:95.40 Lemmas:99.21 UAS:94.92 LAS:92.74 CLAS:90.75 MLAS:85.47 BLEX:89.69
+czech-cltt-ud-2.6-200830 raw_text Tokens:99.89 Sentences:97.40 Words:99.65 UPOS:99.21 XPOS:95.00 UFeats:94.98 AllTags:94.76 Lemmas:99.06 UAS:91.37 LAS:89.67 CLAS:87.43 MLAS:82.08 BLEX:86.96
+czech-cltt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.49 XPOS:95.19 UFeats:95.16 AllTags:94.95 Lemmas:99.30 UAS:91.91 LAS:90.21 CLAS:87.85 MLAS:82.25 BLEX:87.31
+danish-ddt-ud-2.6-200830 raw_text Tokens:99.81 Sentences:89.78 Words:99.81 UPOS:98.01 XPOS:99.81 UFeats:97.52 AllTags:96.72 Lemmas:97.31 UAS:88.56 LAS:86.46 CLAS:84.03 MLAS:79.62 BLEX:81.12
+danish-ddt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.26 XPOS:100.00 UFeats:97.73 AllTags:96.99 Lemmas:97.53 UAS:89.82 LAS:87.67 CLAS:85.28 MLAS:80.73 BLEX:82.27
+dutch-alpino-ud-2.6-200830 raw_text Tokens:99.83 Sentences:88.59 Words:99.83 UPOS:97.41 XPOS:95.98 UFeats:97.02 AllTags:95.36 Lemmas:97.32 UAS:92.79 LAS:90.38 CLAS:86.45 MLAS:81.53 BLEX:83.18
+dutch-alpino-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.57 XPOS:96.13 UFeats:97.18 AllTags:95.53 Lemmas:97.46 UAS:93.93 LAS:91.53 CLAS:87.66 MLAS:82.72 BLEX:84.42
+dutch-lassysmall-ud-2.6-200830 raw_text Tokens:99.83 Sentences:75.40 Words:99.83 UPOS:96.58 XPOS:95.42 UFeats:96.41 AllTags:94.73 Lemmas:97.21 UAS:90.36 LAS:87.66 CLAS:82.67 MLAS:78.84 BLEX:80.17
+dutch-lassysmall-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.79 XPOS:96.05 UFeats:96.97 AllTags:95.40 Lemmas:97.33 UAS:94.26 LAS:91.24 CLAS:87.83 MLAS:83.56 BLEX:84.84
+english-ewt-ud-2.6-200830 raw_text Tokens:98.95 Sentences:86.60 Words:98.95 UPOS:96.36 XPOS:96.06 UFeats:96.56 AllTags:94.88 Lemmas:97.64 UAS:89.55 LAS:87.43 CLAS:84.69 MLAS:80.50 BLEX:83.29
+english-ewt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.29 XPOS:97.03 UFeats:97.57 AllTags:95.84 Lemmas:98.57 UAS:92.24 LAS:90.05 CLAS:87.66 MLAS:83.33 BLEX:86.07
+english-gum-ud-2.6-200830 raw_text Tokens:99.81 Sentences:83.66 Words:99.81 UPOS:96.79 XPOS:96.76 UFeats:97.55 AllTags:95.88 Lemmas:97.35 UAS:90.02 LAS:87.52 CLAS:83.66 MLAS:79.41 BLEX:80.43
+english-gum-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.99 XPOS:96.93 UFeats:97.75 AllTags:96.09 Lemmas:97.56 UAS:91.93 LAS:89.36 CLAS:85.51 MLAS:81.20 BLEX:82.25
+english-lines-ud-2.6-200830 raw_text Tokens:99.92 Sentences:87.45 Words:99.92 UPOS:97.60 XPOS:95.86 UFeats:96.88 AllTags:93.39 Lemmas:98.34 UAS:89.36 LAS:86.45 CLAS:84.93 MLAS:79.35 BLEX:82.87
+english-lines-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.67 XPOS:95.90 UFeats:96.92 AllTags:93.41 Lemmas:98.41 UAS:90.26 LAS:87.36 CLAS:85.92 MLAS:80.24 BLEX:83.79
+english-partut-ud-2.6-200830 raw_text Tokens:99.78 Sentences:100.00 Words:99.72 UPOS:97.37 XPOS:97.08 UFeats:96.29 AllTags:95.38 Lemmas:98.23 UAS:94.12 LAS:92.09 CLAS:88.88 MLAS:83.04 BLEX:87.20
+english-partut-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.62 XPOS:97.33 UFeats:96.54 AllTags:95.63 Lemmas:98.50 UAS:94.40 LAS:92.37 CLAS:89.16 MLAS:83.44 BLEX:87.48
+estonian-edt-ud-2.6-200830 raw_text Tokens:99.96 Sentences:91.56 Words:99.96 UPOS:97.65 XPOS:98.25 UFeats:96.44 AllTags:95.19 Lemmas:95.34 UAS:88.75 LAS:86.18 CLAS:84.78 MLAS:80.12 BLEX:79.65
+estonian-edt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.75 XPOS:98.29 UFeats:96.48 AllTags:95.28 Lemmas:95.40 UAS:89.66 LAS:87.06 CLAS:85.63 MLAS:80.93 BLEX:80.44
+estonian-ewt-ud-2.6-200830 raw_text Tokens:98.96 Sentences:70.09 Words:98.96 UPOS:95.00 XPOS:96.30 UFeats:93.74 AllTags:91.31 Lemmas:93.81 UAS:81.07 LAS:77.55 CLAS:75.88 MLAS:69.14 BLEX:70.69
+estonian-ewt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.22 XPOS:97.37 UFeats:94.65 AllTags:92.37 Lemmas:94.83 UAS:86.37 LAS:82.55 CLAS:80.09 MLAS:73.03 BLEX:74.39
+finnish-tdt-ud-2.6-200830 raw_text Tokens:99.71 Sentences:88.64 Words:99.70 UPOS:97.63 XPOS:98.25 UFeats:96.05 AllTags:95.11 Lemmas:92.06 UAS:90.11 LAS:88.10 CLAS:86.68 MLAS:82.04 BLEX:77.91
+finnish-tdt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.97 XPOS:98.56 UFeats:96.37 AllTags:95.48 Lemmas:92.38 UAS:91.69 LAS:89.63 CLAS:88.02 MLAS:83.30 BLEX:79.18
+finnish-ftb-ud-2.6-200830 raw_text Tokens:99.92 Sentences:86.84 Words:99.91 UPOS:96.52 XPOS:95.08 UFeats:96.72 AllTags:93.82 Lemmas:95.73 UAS:89.93 LAS:87.32 CLAS:84.52 MLAS:80.13 BLEX:80.74
+finnish-ftb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.85 XPOS:95.31 UFeats:96.87 AllTags:94.16 Lemmas:95.83 UAS:91.99 LAS:89.34 CLAS:86.99 MLAS:82.64 BLEX:83.05
+french-gsd-ud-2.6-200830 raw_text Tokens:99.75 Sentences:94.67 Words:98.87 UPOS:97.23 XPOS:98.86 UFeats:96.65 AllTags:96.00 Lemmas:97.69 UAS:92.77 LAS:90.82 CLAS:87.64 MLAS:83.14 BLEX:86.08
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+french-sequoia-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.32 XPOS:100.00 UFeats:98.19 AllTags:97.78 Lemmas:99.09 UAS:95.80 LAS:94.43 CLAS:92.08 MLAS:88.78 BLEX:90.78
+french-partut-ud-2.6-200830 raw_text Tokens:99.88 Sentences:100.00 Words:99.42 UPOS:97.28 XPOS:96.93 UFeats:94.17 AllTags:93.63 Lemmas:95.59 UAS:94.71 LAS:92.71 CLAS:89.50 MLAS:80.18 BLEX:83.34
+french-partut-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.89 XPOS:97.54 UFeats:94.74 AllTags:94.20 Lemmas:96.20 UAS:95.47 LAS:93.62 CLAS:90.37 MLAS:81.20 BLEX:84.28
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+portuguese-bosque-ud-2.6-200830 raw_text Tokens:99.62 Sentences:90.64 Words:99.55 UPOS:97.19 XPOS:99.55 UFeats:96.17 AllTags:94.79 Lemmas:97.98 UAS:92.32 LAS:89.72 CLAS:86.20 MLAS:79.29 BLEX:84.22
+portuguese-bosque-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.60 XPOS:100.00 UFeats:96.49 AllTags:95.11 Lemmas:98.42 UAS:93.53 LAS:90.80 CLAS:87.48 MLAS:80.42 BLEX:85.51
+romanian-rrt-ud-2.6-200830 raw_text Tokens:99.69 Sentences:95.28 Words:99.69 UPOS:97.79 XPOS:97.18 UFeats:97.32 AllTags:96.81 Lemmas:98.20 UAS:91.83 LAS:87.56 CLAS:83.86 MLAS:80.00 BLEX:82.17
+romanian-rrt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.08 XPOS:97.44 UFeats:97.60 AllTags:97.08 Lemmas:98.49 UAS:92.74 LAS:88.38 CLAS:84.56 MLAS:80.82 BLEX:82.88
+romanian-nonstandard-ud-2.6-200830 raw_text Tokens:98.35 Sentences:96.73 Words:98.35 UPOS:95.61 XPOS:91.38 UFeats:90.03 AllTags:88.67 Lemmas:94.23 UAS:88.89 LAS:84.47 CLAS:80.24 MLAS:67.59 BLEX:75.81
+romanian-nonstandard-ud-2.6-200830 gold_tok
+russian-syntagrus-ud-2.6-200830 raw_text Tokens:99.60 Sentences:98.80 Words:99.60 UPOS:98.86 XPOS:99.60 UFeats:97.60 AllTags:97.38 Lemmas:98.33 UAS:94.22 LAS:92.97 CLAS:91.86 MLAS:89.27 BLEX:90.35
+russian-syntagrus-ud-2.6-200830 gold_tok
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+russian-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.49 XPOS:97.98 UFeats:95.17 AllTags:93.97 Lemmas:97.27 UAS:92.77 LAS:89.43 CLAS:88.26 MLAS:81.44 BLEX:85.05
+russian-taiga-ud-2.6-200830 raw_text Tokens:97.16 Sentences:82.69 Words:97.16 UPOS:94.13 XPOS:95.72 UFeats:90.01 AllTags:87.50 Lemmas:93.05 UAS:81.17 LAS:76.99 CLAS:74.16 MLAS:65.28 BLEX:69.94
+russian-taiga-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.47 XPOS:98.56 UFeats:92.72 AllTags:89.87 Lemmas:95.68 UAS:85.57 LAS:80.81 CLAS:78.38 MLAS:68.93 BLEX:73.90
+sanskrit-vedic-ud-2.6-200830 raw_text Tokens:100.00 Sentences:27.18 Words:100.00 UPOS:89.50 XPOS:100.00 UFeats:81.72 AllTags:77.12 Lemmas:87.11 UAS:60.79 LAS:49.75 CLAS:48.81 MLAS:41.65 BLEX:44.67
+sanskrit-vedic-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.01 XPOS:100.00 UFeats:83.11 AllTags:78.58 Lemmas:87.24 UAS:73.34 LAS:61.55 CLAS:61.10 MLAS:51.87 BLEX:54.91
+scottish_gaelic-arcosg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:55.57 Words:99.58 UPOS:93.63 XPOS:87.07 UFeats:89.78 AllTags:85.43 Lemmas:95.41 UAS:77.66 LAS:71.86 CLAS:63.44 MLAS:55.15 BLEX:60.51
+scottish_gaelic-arcosg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.26 XPOS:87.84 UFeats:90.23 AllTags:86.30 Lemmas:95.85 UAS:83.77 LAS:77.61 CLAS:71.81 MLAS:62.05 BLEX:68.26
+serbian-set-ud-2.6-200830 raw_text Tokens:99.99 Sentences:93.00 Words:99.99 UPOS:98.98 XPOS:95.75 UFeats:95.92 AllTags:95.35 Lemmas:97.82 UAS:93.66 LAS:91.18 CLAS:89.44 MLAS:83.18 BLEX:86.80
+serbian-set-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.01 XPOS:95.78 UFeats:95.94 AllTags:95.39 Lemmas:97.83 UAS:94.33 LAS:91.82 CLAS:90.14 MLAS:83.84 BLEX:87.45
+slovak-snk-ud-2.6-200830 raw_text Tokens:100.00 Sentences:85.28 Words:100.00 UPOS:97.19 XPOS:87.79 UFeats:92.66 AllTags:86.71 Lemmas:96.52 UAS:91.71 LAS:89.60 CLAS:88.45 MLAS:78.75 BLEX:84.54
+slovak-snk-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.30 XPOS:88.06 UFeats:92.84 AllTags:86.98 Lemmas:96.60 UAS:93.68 LAS:91.57 CLAS:90.57 MLAS:80.55 BLEX:86.59
+slovenian-ssj-ud-2.6-200830 raw_text Tokens:97.99 Sentences:67.98 Words:97.99 UPOS:96.93 XPOS:94.35 UFeats:94.56 AllTags:93.95 Lemmas:96.59 UAS:88.09 LAS:86.65 CLAS:85.10 MLAS:80.90 BLEX:83.58
+slovenian-ssj-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.86 XPOS:96.44 UFeats:96.69 AllTags:96.01 Lemmas:98.54 UAS:94.41 LAS:92.96 CLAS:90.98 MLAS:86.68 BLEX:89.30
+slovenian-sst-ud-2.6-200830 raw_text Tokens:99.85 Sentences:23.14 Words:99.85 UPOS:94.70 XPOS:92.70 UFeats:92.52 AllTags:89.74 Lemmas:97.14 UAS:64.23 LAS:59.57 CLAS:54.25 MLAS:49.25 BLEX:52.95
+slovenian-sst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.71 XPOS:93.11 UFeats:92.94 AllTags:90.90 Lemmas:97.46 UAS:77.81 LAS:72.24 CLAS:68.73 MLAS:62.71 BLEX:67.18
+spanish-ancora-ud-2.6-200830 raw_text Tokens:99.97 Sentences:98.32 Words:99.95 UPOS:99.09 XPOS:99.02 UFeats:98.87 AllTags:98.33 Lemmas:99.36 UAS:93.62 LAS:91.78 CLAS:88.75 MLAS:86.82 BLEX:88.06
+spanish-ancora-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:99.14 XPOS:99.06 UFeats:98.91 AllTags:98.37 Lemmas:99.40 UAS:93.83 LAS:91.97 CLAS:88.94 MLAS:87.01 BLEX:88.24
+spanish-gsd-ud-2.6-200830 raw_text Tokens:99.94 Sentences:94.54 Words:99.76 UPOS:97.17 XPOS:99.76 UFeats:97.05 AllTags:95.32 Lemmas:98.80 UAS:92.00 LAS:89.70 CLAS:85.92 MLAS:79.23 BLEX:84.49
+spanish-gsd-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.40 XPOS:100.00 UFeats:97.27 AllTags:95.54 Lemmas:99.02 UAS:92.73 LAS:90.38 CLAS:86.59 MLAS:79.93 BLEX:85.13
+swedish-talbanken-ud-2.6-200830 raw_text Tokens:99.89 Sentences:96.13 Words:99.89 UPOS:98.41 XPOS:97.26 UFeats:97.33 AllTags:96.46 Lemmas:98.19 UAS:91.99 LAS:89.68 CLAS:87.79 MLAS:83.63 BLEX:85.82
+swedish-talbanken-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:98.51 XPOS:97.38 UFeats:97.44 AllTags:96.57 Lemmas:98.30 UAS:92.46 LAS:90.14 CLAS:88.33 MLAS:84.12 BLEX:86.33
+swedish-lines-ud-2.6-200830 raw_text Tokens:99.96 Sentences:87.20 Words:99.96 UPOS:97.71 XPOS:95.47 UFeats:90.89 AllTags:88.10 Lemmas:97.76 UAS:89.14 LAS:85.80 CLAS:84.20 MLAS:71.44 BLEX:81.67
+swedish-lines-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:97.75 XPOS:95.48 UFeats:90.91 AllTags:88.09 Lemmas:97.79 UAS:89.91 LAS:86.52 CLAS:85.06 MLAS:72.13 BLEX:82.48
+tamil-ttb-ud-2.6-200830 raw_text Tokens:99.16 Sentences:97.52 Words:94.51 UPOS:88.39 XPOS:82.92 UFeats:85.30 AllTags:82.11 Lemmas:89.15 UAS:70.28 LAS:64.91 CLAS:62.61 MLAS:54.93 BLEX:58.46
+tamil-ttb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:93.36 XPOS:87.28 UFeats:90.10 AllTags:86.22 Lemmas:93.97 UAS:78.03 LAS:71.79 CLAS:69.86 MLAS:61.09 BLEX:64.80
+telugu-mtg-ud-2.6-200830 raw_text Tokens:99.58 Sentences:96.62 Words:99.58 UPOS:93.63 XPOS:93.63 UFeats:98.48 AllTags:93.63 Lemmas:99.58 UAS:90.17 LAS:83.52 CLAS:79.62 MLAS:76.00 BLEX:79.62
+telugu-mtg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.04 XPOS:94.04 UFeats:98.89 AllTags:94.04 Lemmas:100.00 UAS:91.12 LAS:84.47 CLAS:80.46 MLAS:76.84 BLEX:80.46
+turkish-imst-ud-2.6-200830 raw_text Tokens:99.92 Sentences:96.97 Words:98.30 UPOS:94.48 XPOS:93.69 UFeats:92.06 AllTags:89.95 Lemmas:94.41 UAS:72.63 LAS:66.80 CLAS:64.23 MLAS:58.31 BLEX:61.57
+turkish-imst-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:96.10 XPOS:95.32 UFeats:93.66 AllTags:91.50 Lemmas:96.00 UAS:76.10 LAS:69.93 CLAS:66.52 MLAS:60.33 BLEX:63.83
+ukrainian-iu-ud-2.6-200830 raw_text Tokens:99.85 Sentences:96.61 Words:99.81 UPOS:97.89 XPOS:94.22 UFeats:94.18 AllTags:93.13 Lemmas:97.39 UAS:90.59 LAS:88.24 CLAS:85.80 MLAS:78.76 BLEX:83.19
+ukrainian-iu-ud-2.6-200830 gold_tok
+urdu-udtb-ud-2.6-200830 raw_text Tokens:100.00 Sentences:98.31 Words:100.00 UPOS:94.10 XPOS:92.27 UFeats:82.89 AllTags:78.41 Lemmas:97.38 UAS:88.27 LAS:82.63 CLAS:77.08 MLAS:56.79 BLEX:74.77
+urdu-udtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.08 XPOS:92.26 UFeats:82.92 AllTags:78.43 Lemmas:97.39 UAS:88.37 LAS:82.74 CLAS:77.23 MLAS:56.90 BLEX:74.92
+uyghur-udt-ud-2.6-200830 raw_text Tokens:99.54 Sentences:81.81 Words:99.54 UPOS:89.24 XPOS:91.70 UFeats:88.47 AllTags:80.04 Lemmas:94.76 UAS:76.58 LAS:64.72 CLAS:58.72 MLAS:46.67 BLEX:55.08
+uyghur-udt-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:89.67 XPOS:92.21 UFeats:88.92 AllTags:80.47 Lemmas:95.27 UAS:78.39 LAS:66.27 CLAS:59.89 MLAS:47.53 BLEX:56.23
+vietnamese-vtb-ud-2.6-200830 raw_text Tokens:85.37 Sentences:93.46 Words:85.37 UPOS:78.19 XPOS:76.69 UFeats:85.11 AllTags:76.53 Lemmas:85.15 UAS:52.80 LAS:47.90 CLAS:44.48 MLAS:41.56 BLEX:44.31
+vietnamese-vtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:90.56 XPOS:88.69 UFeats:99.72 AllTags:88.47 Lemmas:99.58 UAS:72.63 LAS:65.26 CLAS:62.90 MLAS:58.85 BLEX:62.42
+welsh-ccg-ud-2.6-200830 raw_text Tokens:99.74 Sentences:96.28 Words:99.42 UPOS:94.02 XPOS:92.96 UFeats:89.04 AllTags:86.39 Lemmas:92.88 UAS:85.79 LAS:79.16 CLAS:73.74 MLAS:60.98 BLEX:66.81
+welsh-ccg-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:94.54 XPOS:93.51 UFeats:89.52 AllTags:86.83 Lemmas:93.46 UAS:87.04 LAS:80.35 CLAS:75.03 MLAS:62.14 BLEX:68.05
+wolof-wtb-ud-2.6-200830 raw_text Tokens:99.96 Sentences:91.95 Words:99.23 UPOS:94.25 XPOS:94.12 UFeats:93.37 AllTags:91.19 Lemmas:95.22 UAS:83.79 LAS:78.59 CLAS:73.45 MLAS:66.50 BLEX:70.09
+wolof-wtb-ud-2.6-200830 gold_tok Tokens:100.00 Sentences:100.00 Words:100.00 UPOS:95.19 XPOS:95.03 UFeats:94.22 AllTags:92.10 Lemmas:95.97 UAS:85.98 LAS:80.75 CLAS:75.60 MLAS:68.61 BLEX:72.08

udpipe2/models-2.6/eval_all.sh

@@ -0,0 +1,13 @@
+#!/bin/sh
+
+sh models_list.sh | while read names path treebank ack; do
+  model=${names%%:*}
+  for mode in "raw_text" "gold_tok"; do
+    conllu=../ud-2.6/$treebank/$treebank-ud-test.conllu
+    case $mode in
+      raw_text) txt=${conllu%.conllu}.txt;;
+      *) txt=;
+    esac
+    echo $model $mode $(bash ../scripts/eval_via_server.sh $model $conllu $txt | tail -n+3 | awk 'BEGIN{ORS=" "}{print $1 ":" $7}')
+  done
+done

udpipe2/models-2.6/eval_has_feature.sh

@@ -0,0 +1,14 @@
+#!/bin/sh
+
+for d in ../ud-2.6/*/; do
+  case $d in
+    *_all/) continue;;
+  esac
+
+  has_xpos=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f5 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_feats=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f6 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  has_lemmas=$(grep -P "^\d+\t" $d$(basename ${d%/})-ud-test.conllu | cut -f3 | uniq | wc -l | perl -ple '$_=$_ > 1 ? 1 : 0')
+  [ $has_xpos = 0 ] && echo $d: no XPOS
+  [ $has_feats = 0 ] && echo $d: no UFeats
+  [ $has_lemmas = 0 ] && echo $d: no Lemmas
+done

udpipe2/models-2.6/models_copy.sh

@@ -0,0 +1,16 @@
+#!/bin/sh
+
+[ $# -ge 1 ] || { echo Usage $0 datadir >&2; exit 1; }
+data="$1"; shift
+
+for treebank in $(cut -f1 ../$data/langs_sizes); do
+  case $treebank in *_all) continue; esac
+
+  lang=${treebank%%_*}
+  if [ -d ../$data/${lang}_all ] && ! grep -q "^$treebank\$" models_non_shared.txt; then
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-${lang}_all/ ${lang}_all-$data-200830.model
+    ln -fsn ${lang}_all-$data-200830.model $treebank-$data-200830.model
+  else
+    rsync -av -m --delete --exclude *.v2 --exclude training.log ../models/$data-$treebank/ $treebank-$data-200830.model
+  fi
+done

udpipe2/models-2.6/models_list.sh

@@ -0,0 +1,105 @@
+#!/bin/sh
+
+ack='https://ufal.mff.cuni.cz/udpipe/2/models#universal_dependencies_26_models'
+
+cat <<EOF
+afrikaans-afribooms-ud-2.6-200830:af_afribooms-ud-2.6-200830:af:afr      models-2.6/af_afribooms-ud-2.6-200830.model     af_afribooms     $ack
+ancient_greek-perseus-ud-2.6-200830:grc_perseus-ud-2.6-200830:grc        models-2.6/grc_all-ud-2.6-200830.model          grc_perseus      $ack
+ancient_greek-proiel-ud-2.6-200830:grc_proiel-ud-2.6-200830              models-2.6/grc_all-ud-2.6-200830.model          grc_proiel       $ack
+arabic-padt-ud-2.6-200830:ar_padt-ud-2.6-200830:ar:ara                   models-2.6/ar_padt-ud-2.6-200830.model          ar_padt          $ack
+armenian-armtdp-ud-2.6-200830:hy_armtdp-ud-2.6-200830:hy:hye:arm         models-2.6/hy_armtdp-ud-2.6-200830.model        hy_armtdp        $ack
+basque-bdt-ud-2.6-200830:eu_bdt-ud-2.6-200830:eu:eus                     models-2.6/eu_bdt-ud-2.6-200830.model           eu_bdt           $ack
+belarusian-hse-ud-2.6-200830:be_hse-ud-2.6-200830:be:bel                 models-2.6/be_hse-ud-2.6-200830.model           be_hse           $ack
+bulgarian-btb-ud-2.6-200830:bg_btb-ud-2.6-200830:bg:bul                  models-2.6/bg_btb-ud-2.6-200830.model           bg_btb           $ack
+catalan-ancora-ud-2.6-200830:ca_ancora-ud-2.6-200830:ca:cat              models-2.6/ca_ancora-ud-2.6-200830.model        ca_ancora        $ack
+chinese-gsdsimp-ud-2.6-200830:zh_gsdsimp-ud-2.6-200830:zh:zho:chi        models-2.6/zh_gsdsimp-ud-2.6-200830.model       zh_gsdsimp       $ack
+chinese-gsd-ud-2.6-200830:zh_gsd-ud-2.6-200830                           models-2.6/zh_gsd-ud-2.6-200830.model           zh_gsd           $ack
+classical_chinese-kyoto-ud-2.6-200830:lzh_kyoto-ud-2.6-200830:lzh        models-2.6/lzh_kyoto-ud-2.6-200830.model        lzh_kyoto        $ack
+coptic-scriptorium-ud-2.6-200830:cop_scriptorium-ud-2.6-200830:cop       models-2.6/cop_scriptorium-ud-2.6-200830.model  cop_scriptorium  $ack
+croatian-set-ud-2.6-200830:hr_set-ud-2.6-200830:hr:hrv                   models-2.6/hr_set-ud-2.6-200830.model           hr_set           $ack
+czech-pdt-ud-2.6-200830:cs_pdt-ud-2.6-200830:cs:ces:cze                  models-2.6/cs_all-ud-2.6-200830.model           cs_pdt           $ack
+czech-cac-ud-2.6-200830:cs_cac-ud-2.6-200830                             models-2.6/cs_all-ud-2.6-200830.model           cs_cac           $ack
+czech-fictree-ud-2.6-200830:cs_fictree-ud-2.6-200830                     models-2.6/cs_all-ud-2.6-200830.model           cs_fictree       $ack
+czech-cltt-ud-2.6-200830:cs_cltt-ud-2.6-200830                           models-2.6/cs_all-ud-2.6-200830.model           cs_cltt          $ack
+danish-ddt-ud-2.6-200830:da_ddt-ud-2.6-200830:da:dan                     models-2.6/da_ddt-ud-2.6-200830.model           da_ddt           $ack
+dutch-alpino-ud-2.6-200830:nl_alpino-ud-2.6-200830:nl:nld:dut            models-2.6/nl_all-ud-2.6-200830.model           nl_alpino        $ack
+dutch-lassysmall-ud-2.6-200830:nl_lassysmall-ud-2.6-200830               models-2.6/nl_all-ud-2.6-200830.model           nl_lassysmall    $ack
+english-ewt-ud-2.6-200830:en_ewt-ud-2.6-200830:en:eng                    models-2.6/en_all-ud-2.6-200830.model           en_ewt           $ack
+english-gum-ud-2.6-200830:en_gum-ud-2.6-200830                           models-2.6/en_all-ud-2.6-200830.model           en_gum           $ack
+english-lines-ud-2.6-200830:en_lines-ud-2.6-200830                       models-2.6/en_all-ud-2.6-200830.model           en_lines         $ack
+english-partut-ud-2.6-200830:en_partut-ud-2.6-200830                     models-2.6/en_all-ud-2.6-200830.model           en_partut        $ack
+estonian-edt-ud-2.6-200830:et_edt-ud-2.6-200830:et:est                   models-2.6/et_all-ud-2.6-200830.model           et_edt           $ack
+estonian-ewt-ud-2.6-200830:et_ewt-ud-2.6-200830                          models-2.6/et_all-ud-2.6-200830.model           et_ewt           $ack
+finnish-tdt-ud-2.6-200830:fi_tdt-ud-2.6-200830:fi:fin                    models-2.6/fi_all-ud-2.6-200830.model           fi_tdt           $ack
+finnish-ftb-ud-2.6-200830:fi_ftb-ud-2.6-200830                           models-2.6/fi_all-ud-2.6-200830.model           fi_ftb           $ack
+french-gsd-ud-2.6-200830:fr_gsd-ud-2.6-200830:fr:fra:fre                 models-2.6/fr_all-ud-2.6-200830.model           fr_gsd           $ack
+french-sequoia-ud-2.6-200830:fr_sequoia-ud-2.6-200830                    models-2.6/fr_all-ud-2.6-200830.model           fr_sequoia       $ack
+french-partut-ud-2.6-200830:fr_partut-ud-2.6-200830                      models-2.6/fr_all-ud-2.6-200830.model           fr_partut        $ack
+french-spoken-ud-2.6-200830:fr_spoken-ud-2.6-200830                      models-2.6/fr_all-ud-2.6-200830.model           fr_spoken        $ack
+galician-ctg-ud-2.6-200830:gl_ctg-ud-2.6-200830:gl:glg                   models-2.6/gl_all-ud-2.6-200830.model           gl_ctg           $ack
+galician-treegal-ud-2.6-200830:gl_treegal-ud-2.6-200830                  models-2.6/gl_all-ud-2.6-200830.model           gl_treegal       $ack
+german-hdt-ud-2.6-200830:de_hdt-ud-2.6-200830:de:deu:ger                 models-2.6/de_all-ud-2.6-200830.model           de_hdt           $ack
+german-gsd-ud-2.6-200830:de_gsd-ud-2.6-200830                            models-2.6/de_all-ud-2.6-200830.model           de_gsd           $ack
+gothic-proiel-ud-2.6-200830:got_proiel-ud-2.6-200830:got                 models-2.6/got_proiel-ud-2.6-200830.model       got_proiel       $ack
+greek-gdt-ud-2.6-200830:el_gdt-ud-2.6-200830:el:ell:gre                  models-2.6/el_gdt-ud-2.6-200830.model           el_gdt           $ack
+hebrew-htb-ud-2.6-200830:he_htb-ud-2.6-200830:he:heb                     models-2.6/he_htb-ud-2.6-200830.model           he_htb           $ack
+hindi-hdtb-ud-2.6-200830:hi_hdtb-ud-2.6-200830:hi:hin                    models-2.6/hi_hdtb-ud-2.6-200830.model          hi_hdtb          $ack
+hungarian-szeged-ud-2.6-200830:hu_szeged-ud-2.6-200830:hu:hun            models-2.6/hu_szeged-ud-2.6-200830.model        hu_szeged        $ack
+indonesian-gsd-ud-2.6-200830:id_gsd-ud-2.6-200830:id:ind                 models-2.6/id_gsd-ud-2.6-200830.model           id_gsd           $ack
+irish-idt-ud-2.6-200830:ga_idt-ud-2.6-200830:ga:gle                      models-2.6/ga_idt-ud-2.6-200830.model           ga_idt           $ack
+italian-isdt-ud-2.6-200830:it_isdt-ud-2.6-200830:it:ita                  models-2.6/it_all-ud-2.6-200830.model           it_isdt          $ack
+italian-partut-ud-2.6-200830:it_partut-ud-2.6-200830                     models-2.6/it_all-ud-2.6-200830.model           it_partut        $ack
+italian-postwita-ud-2.6-200830:it_postwita-ud-2.6-200830                 models-2.6/it_all-ud-2.6-200830.model           it_postwita      $ack
+italian-twittiro-ud-2.6-200830:it_twittiro-ud-2.6-200830                 models-2.6/it_all-ud-2.6-200830.model           it_twittiro      $ack
+italian-vit-ud-2.6-200830:it_vit-ud-2.6-200830                           models-2.6/it_all-ud-2.6-200830.model           it_vit           $ack
+japanese-gsd-ud-2.6-200830:ja_gsd-ud-2.6-200830:ja:jpn                   models-2.6/ja_gsd-ud-2.6-200830.model           ja_gsd           $ack
+korean-kaist-ud-2.6-200830:ko_kaist-ud-2.6-200830:ko:kor                 models-2.6/ko_all-ud-2.6-200830.model           ko_kaist         $ack
+korean-gsd-ud-2.6-200830:ko_gsd-ud-2.6-200830                            models-2.6/ko_all-ud-2.6-200830.model           ko_gsd           $ack
+latin-ittb-ud-2.6-200830:la_ittb-ud-2.6-200830:la:lat                    models-2.6/la_ittb-ud-2.6-200830.model          la_ittb          $ack
+latin-llct-ud-2.6-200830:la_llct-ud-2.6-200830                           models-2.6/la_all-ud-2.6-200830.model           la_llct          $ack
+latin-proiel-ud-2.6-200830:la_proiel-ud-2.6-200830                       models-2.6/la_proiel-ud-2.6-200830.model        la_proiel        $ack
+latin-perseus-ud-2.6-200830:la_perseus-ud-2.6-200830                     models-2.6/la_all-ud-2.6-200830.model           la_perseus       $ack
+latvian-lvtb-ud-2.6-200830:lv_lvtb-ud-2.6-200830:lv:lav                  models-2.6/lv_lvtb-ud-2.6-200830.model          lv_lvtb          $ack
+lithuanian-alksnis-ud-2.6-200830:lt_alksnis-ud-2.6-200830:lt:lit         models-2.6/lt_all-ud-2.6-200830.model           lt_alksnis       $ack
+lithuanian-hse-ud-2.6-200830:lt_hse-ud-2.6-200830                        models-2.6/lt_all-ud-2.6-200830.model           lt_hse           $ack
+maltese-mudt-ud-2.6-200830:mt_mudt-ud-2.6-200830:mt:mlt                  models-2.6/mt_mudt-ud-2.6-200830.model          mt_mudt          $ack
+marathi-ufal-ud-2.6-200830:mr_ufal-ud-2.6-200830:mr:mar                  models-2.6/mr_ufal-ud-2.6-200830.model          mr_ufal          $ack
+naija-nsc-ud-2.6-200830:pcm_nsc-ud-2.6-200830:pcm                        models-2.6/pcm_nsc-ud-2.6-200830.model          pcm_nsc          $ack
+north_sami-giella-ud-2.6-200830:sme_giella-ud-2.6-200830:se:sme          models-2.6/sme_giella-ud-2.6-200830.model       sme_giella       $ack
+norwegian-bokmaal-ud-2.6-200830:no_bokmaal-ud-2.6-200830:nb:nob          models-2.6/no_all-ud-2.6-200830.model           no_bokmaal       $ack
+norwegian-nynorsk-ud-2.6-200830:no_nynorsk-ud-2.6-200830:nn:nno          models-2.6/no_all-ud-2.6-200830.model           no_nynorsk       $ack
+norwegian-nynorsklia-ud-2.6-200830:no_nynorsklia-ud-2.6-200830           models-2.6/no_all-ud-2.6-200830.model           no_nynorsklia    $ack
+old_church_slavonic-proiel-ud-2.6-200830:cu_proiel-ud-2.6-200830:cu:chu  models-2.6/cu_proiel-ud-2.6-200830.model        cu_proiel        $ack
+old_french-srcmf-ud-2.6-200830:fro_srcmf-ud-2.6-200830:fro               models-2.6/fro_srcmf-ud-2.6-200830.model        fro_srcmf        $ack
+old_russian-torot-ud-2.6-200830:orv_torot-ud-2.6-200830:orv              models-2.6/orv_all-ud-2.6-200830.model          orv_torot        $ack
+old_russian-rnc-ud-2.6-200830:orv_rnc-ud-2.6-200830                      models-2.6/orv_all-ud-2.6-200830.model          orv_rnc          $ack
+persian-seraji-ud-2.6-200830:fa_seraji-ud-2.6-200830:fa:fas:per          models-2.6/fa_seraji-ud-2.6-200830.model        fa_seraji        $ack
+polish-pdb-ud-2.6-200830:pl_pdb-ud-2.6-200830:pl:pol                     models-2.6/pl_all-ud-2.6-200830.model           pl_pdb           $ack
+polish-lfg-ud-2.6-200830:pl_lfg-ud-2.6-200830                            models-2.6/pl_all-ud-2.6-200830.model           pl_lfg           $ack
+portuguese-gsd-ud-2.6-200830:pt_gsd-ud-2.6-200830:pt:por                 models-2.6/pt_all-ud-2.6-200830.model           pt_gsd           $ack
+portuguese-bosque-ud-2.6-200830:pt_bosque-ud-2.6-200830                  models-2.6/pt_all-ud-2.6-200830.model           pt_bosque        $ack
+romanian-rrt-ud-2.6-200830:ro_rrt-ud-2.6-200830:ro:ron:rum               models-2.6/ro_all-ud-2.6-200830.model           ro_rrt           $ack
+romanian-nonstandard-ud-2.6-200830:ro_nonstandard-ud-2.6-200830          models-2.6/ro_all-ud-2.6-200830.model           ro_nonstandard   $ack
+russian-syntagrus-ud-2.6-200830:ru_syntagrus-ud-2.6-200830:ru:rus        models-2.6/ru_all-ud-2.6-200830.model           ru_syntagrus     $ack
+russian-gsd-ud-2.6-200830:ru_gsd-ud-2.6-200830                           models-2.6/ru_all-ud-2.6-200830.model           ru_gsd           $ack
+russian-taiga-ud-2.6-200830:ru_taiga-ud-2.6-200830                       models-2.6/ru_all-ud-2.6-200830.model           ru_taiga         $ack
+sanskrit-vedic-ud-2.6-200830:sa_vedic-ud-2.6-200830:sa:vsn               models-2.6/sa_vedic-ud-2.6-200830.model         sa_vedic         $ack
+scottish_gaelic-arcosg-ud-2.6-200830:gd_arcosg-ud-2.6-200830:gd:gla      models-2.6/gd_arcosg-ud-2.6-200830.model        gd_arcosg        $ack
+serbian-set-ud-2.6-200830:sr_set-ud-2.6-200830:sr:srp                    models-2.6/sr_set-ud-2.6-200830.model           sr_set           $ack
+slovak-snk-ud-2.6-200830:sk_snk-ud-2.6-200830:sk:slk:slo                 models-2.6/sk_snk-ud-2.6-200830.model           sk_snk           $ack
+slovenian-ssj-ud-2.6-200830:sl_ssj-ud-2.6-200830:sl:slv                  models-2.6/sl_all-ud-2.6-200830.model           sl_ssj           $ack
+slovenian-sst-ud-2.6-200830:sl_sst-ud-2.6-200830                         models-2.6/sl_all-ud-2.6-200830.model           sl_sst           $ack
+spanish-ancora-ud-2.6-200830:es_ancora-ud-2.6-200830:es:spa              models-2.6/es_all-ud-2.6-200830.model           es_ancora        $ack
+spanish-gsd-ud-2.6-200830:es_gsd-ud-2.6-200830                           models-2.6/es_all-ud-2.6-200830.model           es_gsd           $ack
+swedish-talbanken-ud-2.6-200830:sv_talbanken-ud-2.6-200830:sv:swe        models-2.6/sv_all-ud-2.6-200830.model           sv_talbanken     $ack
+swedish-lines-ud-2.6-200830:sv_lines-ud-2.6-200830                       models-2.6/sv_all-ud-2.6-200830.model           sv_lines         $ack
+tamil-ttb-ud-2.6-200830:ta_ttb-ud-2.6-200830:ta:tam                      models-2.6/ta_ttb-ud-2.6-200830.model           ta_ttb           $ack
+telugu-mtg-ud-2.6-200830:te_mtg-ud-2.6-200830:te:tel                     models-2.6/te_mtg-ud-2.6-200830.model           te_mtg           $ack
+turkish-imst-ud-2.6-200830:tr_imst-ud-2.6-200830:tr:tur                  models-2.6/tr_imst-ud-2.6-200830.model          tr_imst          $ack
+ukrainian-iu-ud-2.6-200830:uk_iu-ud-2.6-200830:uk:ukr                    models-2.6/uk_iu-ud-2.6-200830.model            uk_iu            $ack
+urdu-udtb-ud-2.6-200830:ur_udtb-ud-2.6-200830:ur:urd                     models-2.6/ur_udtb-ud-2.6-200830.model          ur_udtb          $ack
+uyghur-udt-ud-2.6-200830:ug_udt-ud-2.6-200830:ug:uig                     models-2.6/ug_udt-ud-2.6-200830.model           ug_udt           $ack
+vietnamese-vtb-ud-2.6-200830:vi_vtb-ud-2.6-200830:vi:vie                 models-2.6/vi_vtb-ud-2.6-200830.model           vi_vtb           $ack
+welsh-ccg-ud-2.6-200830:cy_ccg-ud-2.6-200830:cy:wel:cym                  models-2.6/cy_ccg-ud-2.6-200830.model           cy_ccg           $ack
+wolof-wtb-ud-2.6-200830:wo_wtb-ud-2.6-200830:wo:wol:wof                  models-2.6/wo_wtb-ud-2.6-200830.model           wo_wtb           $ack
+EOF

udpipe2/models-2.6/models_non_shared.txt

@@ -0,0 +1,5 @@
+la_evalatin20
+la_ittb
+la_proiel
+zh_gsd
+zh_gsdsimp