Update spaCy pipeline

LICENSES_SOURCES

@@ -1,554 +1,3 @@
-# Lemmatization Lists
-
-* Author: Michal Měchura
-* URL: https://github.com/michmech/lemmatization-lists/
-* License: ODbL
-
-```
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 # UD Romanian RRT v2.8
 
 * Author: Barbu Mititelu, Verginica; Irimia, Elena; Perez, Cenel-Augusto; Ion, Radu; Simionescu, Radu; Popel, Martin

README.md

@@ -14,61 +14,76 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.7193937038
+      value: 0.7232212666
     - name: NER Recall
       type: recall
-      value: 0.711102574
+      value: 0.7107184018
     - name: NER F Score
       type: f_score
-      value: 0.7152241113
+      value: 0.7169153265
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9568710235
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9540563521
+      value: 0.9292110062
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9679572764
-    - name: SENTER Recall
-      type: recall
-      value: 0.9640957447
-    - name: SENTER F Score
-      type: f_score
-      value: 0.9660226516
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9414489694
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8691229961
+      value: 0.9483683701
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8708473194
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8691229961
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8140038272
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9594684385
 ---
 ### Details: https://spacy.io/models/ro#ro_core_news_sm
 
-Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
+Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `ro_core_news_sm` |
-| **Version** | `3.2.0` |
-| **spaCy** | `>=3.2.0,<3.3.0` |
-| **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
-| **Components** | `tok2vec`, `tagger`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Version** | `3.3.0` |
+| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
+| **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
+| **Components** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [Lemmatization Lists](https://github.com/michmech/lemmatization-lists/) (Michal Měchura)<br />[UD Romanian RRT v2.8](https://github.com/UniversalDependencies/UD_Romanian-RRT) (Barbu Mititelu, Verginica; Irimia, Elena; Perez, Cenel-Augusto; Ion, Radu; Simionescu, Radu; Popel, Martin)<br />[RONEC - the Romanian Named Entity Corpus (ca9ce460)](https://github.com/dumitrescustefan/ronec) (Dumitrescu, Stefan Daniel; Avram, Andrei-Marius; Morogan, Luciana; Toma; Stefan) |
+| **Sources** | [UD Romanian RRT v2.8](https://github.com/UniversalDependencies/UD_Romanian-RRT) (Barbu Mititelu, Verginica; Irimia, Elena; Perez, Cenel-Augusto; Ion, Radu; Simionescu, Radu; Popel, Martin)<br />[RONEC - the Romanian Named Entity Corpus (ca9ce460)](https://github.com/dumitrescustefan/ronec) (Dumitrescu, Stefan Daniel; Avram, Andrei-Marius; Morogan, Luciana; Toma; Stefan) |
 | **License** | `CC BY-SA 4.0` |
 | **Author** | [Explosion](https://explosion.ai) |
 
@@ -76,13 +91,12 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter
 
 <details>
 
-<summary>View label scheme (541 labels for 4 components)</summary>
+<summary>View label scheme (539 labels for 3 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`tagger`** | `ARROW`, `Af`, `Afcfp-n`, `Afcfson`, `Afcfsrn`, `Afcmpoy`, `Afcms-n`, `Afp`, `Afp-p-n`, `Afp-poy`, `Afp-srn`, `Afpf--n`, `Afpfp-n`, `Afpfp-ny`, `Afpfpoy`, `Afpfpry`, `Afpfson`, `Afpfsoy`, `Afpfsrn`, `Afpfsry`, `Afpm--n`, `Afpmp-n`, `Afpmpoy`, `Afpmpry`, `Afpms-n`, `Afpmsoy`, `Afpmsry`, `Afsfp-n`, `Afsfsrn`, `BULLET`, `COLON`, `COMMA`, `Ccssp`, `Ccsspy`, `Crssp`, `Csssp`, `Cssspy`, `DASH`, `DBLQ`, `Dd3-po---e`, `Dd3-po---o`, `Dd3fpo`, `Dd3fpr`, `Dd3fpr---e`, `Dd3fpr---o`, `Dd3fpr--y`, `Dd3fso`, `Dd3fso---e`, `Dd3fsr`, `Dd3fsr---e`, `Dd3fsr---o`, `Dd3fsr--yo`, `Dd3mpo`, `Dd3mpr`, `Dd3mpr---e`, `Dd3mpr---o`, `Dd3mso---e`, `Dd3msr`, `Dd3msr---e`, `Dd3msr---o`, `Dh1ms`, `Dh3fp`, `Dh3fso`, `Dh3fsr`, `Dh3mp`, `Dh3ms`, `Di3`, `Di3-----y`, `Di3--r---e`, `Di3-po`, `Di3-po---e`, `Di3-sr`, `Di3-sr---e`, `Di3-sr--y`, `Di3fp`, `Di3fpr`, `Di3fpr---e`, `Di3fso`, `Di3fso---e`, `Di3fsr`, `Di3fsr---e`, `Di3mp`, `Di3mpr`, `Di3mpr---e`, `Di3ms`, `Di3ms----e`, `Di3mso---e`, `Di3msr`, `Di3msr---e`, `Ds1fp-p`, `Ds1fp-s`, `Ds1fsop`, `Ds1fsos`, `Ds1fsrp`, `Ds1fsrs`, `Ds1fsrs-y`, `Ds1mp-p`, `Ds1mp-s`, `Ds1ms-p`, `Ds1ms-s`, `Ds1msrs-y`, `Ds2---s`, `Ds2fp-p`, `Ds2fp-s`, `Ds2fsrp`, `Ds2fsrs`, `Ds2mp-p`, `Ds2mp-s`, `Ds2ms-p`, `Ds2ms-s`, `Ds3---p`, `Ds3---s`, `Ds3---sy`, `Ds3fp-s`, `Ds3fsos`, `Ds3fsrs`, `Ds3mp-s`, `Ds3ms-s`, `Dw3--r---e`, `Dw3-po---e`, `Dw3fpr`, `Dw3fso---e`, `Dw3fsr`, `Dw3mpr`, `Dw3mso---e`, `Dw3msr`, `Dz3fsr---e`, `Dz3mso---e`, `Dz3msr---e`, `EQUAL`, `EXCL`, `EXCLHELLIP`, `GE`, `GT`, `HELLIP`, `I`, `LCURL`, `LPAR`, `LSQR`, `LT`, `M`, `Mc-p-d`, `Mc-p-l`, `Mc-s-b`, `Mc-s-d`, `Mc-s-l`, `Mcfp-l`, `Mcfp-ln`, `Mcfprln`, `Mcfprly`, `Mcfsoln`, `Mcfsrl`, `Mcfsrln`, `Mcfsrly`, `Mcmp-l`, `Mcms-ln`, `Mcmsrl`, `Mcmsrln`, `Mcmsrly`, `Mffprln`, `Mffsrln`, `Mlfpo`, `Mlfpr`, `Mlmpr`, `Mo---l`, `Mo---ln`, `Mo-s-r`, `Mofp-ln`, `Mofpoly`, `Mofprly`, `Mofs-l`, `Mofsoln`, `Mofsoly`, `Mofsrln`, `Mofsrly`, `Mompoly`, `Momprly`, `Moms-l`, `Moms-ln`, `Momsoly`, `Momsrly`, `Nc`, `Nc---n`, `Ncf--n`, `Ncfp-n`, `Ncfpoy`, `Ncfpry`, `Ncfs-n`, `Ncfson`, `Ncfsoy`, `Ncfsrn`, `Ncfsry`, `Ncfsryy`, `Ncfsvy`, `Ncm--n`, `Ncmp-n`, `Ncmpoy`, `Ncmpry`, `Ncms-n`, `Ncms-ny`, `Ncms-y`, `Ncmsoy`, `Ncmsrn`, `Ncmsry`, `Ncmsryy`, `Ncmsvn`, `Ncmsvy`, `Np`, `Npfson`, `Npfsoy`, `Npfsrn`, `Npfsry`, `Npmpoy`, `Npmpry`, `Npms-n`, `Npmsoy`, `Npmsry`, `PERCENT`, `PERIOD`, `PLUS`, `PLUSMINUS`, `Pd3-po`, `Pd3fpr`, `Pd3fso`, `Pd3fsr`, `Pd3mpo`, `Pd3mpr`, `Pd3mpr--y`, `Pd3mso`, `Pd3msr`, `Pi3--r`, `Pi3-po`, `Pi3-so`, `Pi3-sr`, `Pi3fpr`, `Pi3fso`, `Pi3fsr`, `Pi3mpr`, `Pi3mso`, `Pi3msr`, `Pi3msr--y`, `Pp1-pa--------w`, `Pp1-pa--y-----w`, `Pp1-pd--------s`, `Pp1-pd--------w`, `Pp1-pd--y-----w`, `Pp1-pr--------s`, `Pp1-sa--------s`, `Pp1-sa--------w`, `Pp1-sa--y-----w`, `Pp1-sd--------s`, `Pp1-sd--------w`, `Pp1-sd--y-----w`, `Pp1-sn--------s`, `Pp2-----------s`, `Pp2-pa--------w`, `Pp2-pa--y-----w`, `Pp2-pd--------w`, `Pp2-pd--y-----w`, `Pp2-pr--------s`, `Pp2-sa--------s`, `Pp2-sa--------w`, `Pp2-sa--y-----w`, `Pp2-sd--------s`, `Pp2-sd--------w`, `Pp2-sd--y-----w`, `Pp2-sn--------s`, `Pp2-so--------s`, `Pp2-sr--------s`, `Pp3-p---------s`, `Pp3-pd--------w`, `Pp3-pd--y-----w`, `Pp3-po--------s`, `Pp3-sd--------w`, `Pp3-sd--y-----w`, `Pp3-so--------s`, `Pp3fpa--------w`, `Pp3fpa--y-----w`, `Pp3fpr--------s`, `Pp3fs---------s`, `Pp3fsa--------w`, `Pp3fsa--y-----w`, `Pp3fso--------s`, `Pp3fsr--------s`, `Pp3fsr--y-----s`, `Pp3mpa--------w`, `Pp3mpa--y-----w`, `Pp3mpr--------s`, `Pp3ms---------s`, `Pp3msa--------w`, `Pp3msa--y-----w`, `Pp3mso--------s`, `Pp3msr--------s`, `Pp3msr--y-----s`, `Ps1fp-s`, `Ps1fsrp`, `Ps1fsrs`, `Ps1mp-p`, `Ps1ms-p`, `Ps2fp-s`, `Ps2fsrp`, `Ps2fsrs`, `Ps3---p`, `Ps3---s`, `Ps3fp-s`, `Ps3fsrs`, `Ps3mp-s`, `Ps3ms-s`, `Pw3--r`, `Pw3-po`, `Pw3-so`, `Pw3fpr`, `Pw3fso`, `Pw3mpr`, `Pw3mso`, `Px3--a--------s`, `Px3--a--------w`, `Px3--a--y-----w`, `Px3--d--------w`, `Px3--d--y-----w`, `Pz3-sr`, `Pz3fsr`, `QUEST`, `QUOT`, `Qf`, `Qn`, `Qs`, `Qs-y`, `Qz`, `Qz-y`, `RCURL`, `RPAR`, `RSQR`, `Rc`, `Rgp`, `Rgpy`, `Rgs`, `Rp`, `Rw`, `Rw-y`, `Rz`, `SCOLON`, `SLASH`, `STAR`, `Sp`, `Spsa`, `Spsay`, `Spsd`, `Spsg`, `Td-po`, `Tdfpr`, `Tdfso`, `Tdfsr`, `Tdmpr`, `Tdmso`, `Tdmsr`, `Tf-so`, `Tffpoy`, `Tffpry`, `Tffs-y`, `Tfmpoy`, `Tfms-y`, `Tfmsoy`, `Tfmsry`, `Ti-po`, `Tifp-y`, `Tifso`, `Tifsr`, `Timso`, `Timsr`, `Tsfp`, `Tsfs`, `Tsmp`, `Tsms`, `UNDERSC`, `Va--1`, `Va--1-----y`, `Va--1p`, `Va--1s`, `Va--1s----y`, `Va--2p`, `Va--2p----y`, `Va--2s`, `Va--2s----y`, `Va--3`, `Va--3-----y`, `Va--3p`, `Va--3p----y`, `Va--3s`, `Va--3s----y`, `Vag`, `Vag-------y`, `Vaii1`, `Vaii2s`, `Vaii3p`, `Vaii3s`, `Vail3p`, `Vail3s`, `Vaip1p`, `Vaip1s`, `Vaip2p`, `Vaip2s`, `Vaip3p`, `Vaip3p----y`, `Vaip3s`, `Vaip3s----y`, `Vais3p`, `Vais3s`, `Vam-2s`, `Vanp`, `Vap--sm`, `Vasp1p`, `Vasp1s`, `Vasp2p`, `Vasp2s`, `Vasp3`, `Vmg`, `Vmg-------y`, `Vmii1`, `Vmii1-----y`, `Vmii2p`, `Vmii2s`, `Vmii3p`, `Vmii3p----y`, `Vmii3s`, `Vmii3s----y`, `Vmil1`, `Vmil1p`, `Vmil2s`, `Vmil3p`, `Vmil3p----y`, `Vmil3s`, `Vmil3s----y`, `Vmip1p`, `Vmip1p----y`, `Vmip1s`, `Vmip1s----y`, `Vmip2p`, `Vmip2s`, `Vmip2s----y`, `Vmip3`, `Vmip3-----y`, `Vmip3p`, `Vmip3s`, `Vmip3s----y`, `Vmis1p`, `Vmis1s`, `Vmis3p`, `Vmis3p----y`, `Vmis3s`, `Vmis3s----y`, `Vmm-2p`, `Vmm-2s`, `Vmnp`, `Vmnp------y`, `Vmp--pf`, `Vmp--pm`, `Vmp--sf`, `Vmp--sm`, `Vmp--sm---y`, `Vmsp1p`, `Vmsp2p`, `Vmsp2s`, `Vmsp3`, `Vmsp3-----y`, `X`, `Y`, `Ya`, `Yn`, `Ynfsoy`, `Ynfsry`, `Ynmsoy`, `Ynmsry`, `Yp`, `Yp,Yn`, `Yp-sr`, `Yr` |
 | **`parser`** | `ROOT`, `acl`, `advcl`, `advcl:tcl`, `advmod`, `advmod:tmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:pmod`, `compound`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `expl`, `expl:impers`, `expl:pass`, `expl:poss`, `expl:pv`, `fixed`, `flat`, `goeswith`, `iobj`, `mark`, `nmod`, `nmod:tmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `obl:pmod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
-| **`senter`** | `I`, `S` |
 | **`ner`** | `DATETIME`, `EVENT`, `FACILITY`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NAT_REL_POL`, `NUMERIC_VALUE`, `ORDINAL`, `ORGANIZATION`, `PERIOD`, `PERSON`, `PRODUCT`, `QUANTITY`, `WORK_OF_ART` |
 
 </details>
@@ -95,18 +109,18 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter
 | `TOKEN_P` | 99.67 |
 | `TOKEN_R` | 99.57 |
 | `TOKEN_F` | 99.59 |
-| `TAG_ACC` | 95.41 |
-| `SENTS_P` | 96.80 |
-| `SENTS_R` | 96.41 |
-| `SENTS_F` | 96.60 |
-| `DEP_UAS` | 86.91 |
-| `DEP_LAS` | 81.14 |
-| `POS_ACC` | 92.98 |
-| `MORPH_ACC` | 93.87 |
-| `MORPH_MICRO_P` | 98.33 |
-| `MORPH_MICRO_R` | 95.07 |
-| `MORPH_MICRO_F` | 96.37 |
-| `LEMMA_ACC` | 81.83 |
-| `ENTS_P` | 71.94 |
-| `ENTS_R` | 71.11 |
-| `ENTS_F` | 71.52 |
+| `TAG_ACC` | 95.69 |
+| `SENTS_P` | 95.88 |
+| `SENTS_R` | 96.01 |
+| `SENTS_F` | 95.95 |
+| `DEP_UAS` | 87.08 |
+| `DEP_LAS` | 81.40 |
+| `LEMMA_ACC` | 94.84 |
+| `POS_ACC` | 92.92 |
+| `MORPH_ACC` | 94.14 |
+| `MORPH_MICRO_P` | 98.30 |
+| `MORPH_MICRO_R` | 95.21 |
+| `MORPH_MICRO_F` | 96.46 |
+| `ENTS_P` | 72.32 |
+| `ENTS_R` | 71.07 |
+| `ENTS_F` | 71.69 |

accuracy.json

@@ -3,127 +3,127 @@
   "token_p": 0.9967350492,
   "token_r": 0.9957244934,
   "token_f": 0.9959492157,
-  "tag_acc": 0.9540563521,
-  "sents_p": 0.9679572764,
-  "sents_r": 0.9640957447,
-  "sents_f": 0.9660226516,
-  "dep_uas": 0.8691229961,
-  "dep_las": 0.8114296468,
+  "tag_acc": 0.9568710235,
+  "sents_p": 0.9588313413,
+  "sents_r": 0.960106383,
+  "sents_f": 0.9594684385,
+  "dep_uas": 0.8708473194,
+  "dep_las": 0.8140038272,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8723021583,
-      "r": 0.9133709981,
-      "f": 0.8923643054
+      "p": 0.8725314183,
+      "r": 0.9152542373,
+      "f": 0.8933823529
     },
     "mark": {
-      "p": 0.9135338346,
-      "r": 0.9169811321,
-      "f": 0.9152542373
+      "p": 0.8913857678,
+      "r": 0.8981132075,
+      "f": 0.8947368421
     },
     "case": {
-      "p": 0.9534009771,
-      "r": 0.951256093,
-      "f": 0.9523273273
+      "p": 0.9518977828,
+      "r": 0.9497562805,
+      "f": 0.9508258258
     },
     "nmod:tmod": {
-      "p": 0.6888888889,
-      "r": 0.2605042017,
-      "f": 0.3780487805
+      "p": 0.4285714286,
+      "r": 0.025210084,
+      "f": 0.0476190476
     },
     "amod": {
-      "p": 0.88,
-      "r": 0.8807495741,
-      "f": 0.8803746275
+      "p": 0.8784013605,
+      "r": 0.8798977853,
+      "f": 0.8791489362
     },
     "nsubj": {
-      "p": 0.835,
-      "r": 0.7914691943,
-      "f": 0.8126520681
+      "p": 0.8501628664,
+      "r": 0.8246445498,
+      "f": 0.8372093023
     },
     "nmod": {
-      "p": 0.7983435362,
-      "r": 0.7915030346,
-      "f": 0.7949085694
+      "p": 0.8061113132,
+      "r": 0.7911460193,
+      "f": 0.7985585586
     },
     "aux": {
-      "p": 0.9665427509,
-      "r": 0.9506398537,
-      "f": 0.9585253456
+      "p": 0.9757009346,
+      "r": 0.9542961609,
+      "f": 0.9648798521
     },
     "advcl": {
-      "p": 0.5862068966,
-      "r": 0.6390977444,
-      "f": 0.6115107914
+      "p": 0.5660377358,
+      "r": 0.6766917293,
+      "f": 0.6164383562
     },
     "obj": {
-      "p": 0.800443459,
-      "r": 0.8337182448,
-      "f": 0.8167420814
+      "p": 0.7584745763,
+      "r": 0.8267898383,
+      "f": 0.791160221
     },
     "det": {
-      "p": 0.9417142857,
-      "r": 0.933182333,
-      "f": 0.9374288965
+      "p": 0.9462857143,
+      "r": 0.9377123443,
+      "f": 0.9419795222
     },
     "cc": {
-      "p": 0.9206680585,
-      "r": 0.9206680585,
-      "f": 0.9206680585
+      "p": 0.9414225941,
+      "r": 0.9394572025,
+      "f": 0.9404388715
     },
     "conj": {
-      "p": 0.5717948718,
-      "r": 0.516801854,
-      "f": 0.5429093122
+      "p": 0.581795818,
+      "r": 0.5480880649,
+      "f": 0.5644391408
     },
     "nummod": {
-      "p": 0.8808777429,
-      "r": 0.8726708075,
-      "f": 0.8767550702
+      "p": 0.8647798742,
+      "r": 0.8540372671,
+      "f": 0.859375
     },
     "acl": {
-      "p": 0.7312138728,
-      "r": 0.65374677,
-      "f": 0.690313779
+      "p": 0.7441860465,
+      "r": 0.661498708,
+      "f": 0.7004103967
     },
     "advmod": {
-      "p": 0.774535809,
-      "r": 0.7704485488,
-      "f": 0.7724867725
+      "p": 0.8046875,
+      "r": 0.8153034301,
+      "f": 0.8099606815
     },
     "obl": {
-      "p": 0.6485042735,
-      "r": 0.7703045685,
-      "f": 0.7041763341
+      "p": 0.6162109375,
+      "r": 0.8007614213,
+      "f": 0.6964679912
     },
     "expl:pass": {
-      "p": 0.8367346939,
-      "r": 0.7592592593,
-      "f": 0.7961165049
+      "p": 0.7954545455,
+      "r": 0.6481481481,
+      "f": 0.7142857143
     },
     "nsubj:pass": {
-      "p": 0.8206896552,
-      "r": 0.7256097561,
-      "f": 0.7702265372
+      "p": 0.7931034483,
+      "r": 0.7012195122,
+      "f": 0.7443365696
     },
     "fixed": {
-      "p": 0.867803838,
-      "r": 0.8604651163,
-      "f": 0.864118896
+      "p": 0.8761061947,
+      "r": 0.8372093023,
+      "f": 0.8562162162
     },
     "appos": {
-      "p": 0.4136546185,
-      "r": 0.393129771,
-      "f": 0.4031311155
+      "p": 0.4612068966,
+      "r": 0.4083969466,
+      "f": 0.4331983806
     },
     "parataxis": {
-      "p": 0.2272727273,
-      "r": 0.2857142857,
-      "f": 0.253164557
+      "p": 0.1153846154,
+      "r": 0.0857142857,
+      "f": 0.0983606557
     },
     "aux:pass": {
-      "p": 0.9133333333,
-      "r": 0.9133333333,
-      "f": 0.9133333333
+      "p": 0.9090909091,
+      "r": 0.9333333333,
+      "f": 0.9210526316
     },
     "nmod:agent": {
       "p": 0.0,
@@ -131,9 +131,9 @@
       "f": 0.0
     },
     "ccomp": {
-      "p": 0.8548387097,
-      "r": 0.8217054264,
-      "f": 0.837944664
+      "p": 0.8359375,
+      "r": 0.8294573643,
+      "f": 0.8326848249
     },
     "nmod:pmod": {
       "p": 0.0,
@@ -141,54 +141,54 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.6842105263,
-      "r": 0.6419753086,
-      "f": 0.6624203822
+      "p": 0.78125,
+      "r": 0.6172839506,
+      "f": 0.6896551724
     },
     "flat": {
-      "p": 0.7493333333,
-      "r": 0.7394736842,
-      "f": 0.7443708609
+      "p": 0.7448453608,
+      "r": 0.7605263158,
+      "f": 0.7526041667
     },
     "cop": {
-      "p": 0.8034188034,
-      "r": 0.7580645161,
-      "f": 0.7800829876
+      "p": 0.8016528926,
+      "r": 0.7822580645,
+      "f": 0.7918367347
     },
     "csubj": {
-      "p": 1.0,
-      "r": 0.8095238095,
-      "f": 0.8947368421
+      "p": 0.8666666667,
+      "r": 0.619047619,
+      "f": 0.7222222222
     },
-    "dep": {
+    "obl:agent": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "obl:agent": {
+    "dep": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "xcomp": {
-      "p": 0.3658536585,
-      "r": 0.5555555556,
-      "f": 0.4411764706
-    },
     "obl:pmod": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "expl:pv": {
-      "p": 0.7808219178,
-      "r": 0.8260869565,
-      "f": 0.8028169014
-    },
     "expl": {
-      "p": 0.696969697,
+      "p": 0.6571428571,
       "r": 0.8518518519,
-      "f": 0.7666666667
+      "f": 0.7419354839
+    },
+    "xcomp": {
+      "p": 0.375,
+      "r": 0.4444444444,
+      "f": 0.406779661
+    },
+    "expl:pv": {
+      "p": 0.7037037037,
+      "r": 0.8260869565,
+      "f": 0.76
     },
     "vocative": {
       "p": 0.0,
@@ -196,19 +196,19 @@
       "f": 0.0
     },
     "expl:poss": {
-      "p": 1.0,
-      "r": 0.9677419355,
-      "f": 0.9836065574
+      "p": 0.9655172414,
+      "r": 0.9032258065,
+      "f": 0.9333333333
     },
     "goeswith": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "ccomp:pmod": {
-      "p": 0.0909090909,
-      "r": 0.3333333333,
-      "f": 0.1428571429
+    "compound": {
+      "p": 0.25,
+      "r": 0.2857142857,
+      "f": 0.2666666667
     },
     "orphan": {
       "p": 0.0,
@@ -216,24 +216,24 @@
       "f": 0.0
     },
     "expl:impers": {
+      "p": 1.0,
+      "r": 0.3333333333,
+      "f": 0.5
+    },
+    "csubj:pass": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "compound": {
-      "p": 0.75,
-      "r": 0.4285714286,
-      "f": 0.5454545455
-    },
     "list": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "csubj:pass": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
+    "ccomp:pmod": {
+      "p": 0.3333333333,
+      "r": 0.3333333333,
+      "f": 0.3333333333
     },
     "cc:preconj": {
       "p": 0.0,
@@ -241,81 +241,82 @@
       "f": 0.0
     }
   },
-  "pos_acc": 0.9297553275,
-  "morph_acc": 0.9386929369,
-  "morph_micro_p": 0.9832628288,
-  "morph_micro_r": 0.9507350539,
-  "morph_micro_f": 0.9636742939,
+  "lemma_acc": 0.9483683701,
+  "pos_acc": 0.9292110062,
+  "morph_acc": 0.9414489694,
+  "morph_micro_p": 0.9830414874,
+  "morph_micro_r": 0.9520635958,
+  "morph_micro_f": 0.9646163182,
   "morph_per_feat": {
     "Case": {
-      "p": 0.9877237852,
-      "r": 0.9823222689,
-      "f": 0.985015622
+      "p": 0.9887179487,
+      "r": 0.9807961338,
+      "f": 0.9847411096
     },
     "Gender": {
-      "p": 0.9819398838,
-      "r": 0.9719964996,
-      "f": 0.9769428912
+      "p": 0.9833819612,
+      "r": 0.9691211401,
+      "f": 0.9761994711
     },
     "Number": {
-      "p": 0.9836679143,
-      "r": 0.9136205625,
-      "f": 0.9473511742
+      "p": 0.9841973624,
+      "r": 0.9119351101,
+      "f": 0.9466892668
     },
     "Person": {
-      "p": 0.982373678,
+      "p": 0.9749271137,
       "r": 0.9852681202,
-      "f": 0.9838187702
+      "f": 0.98007034
     },
     "PronType": {
-      "p": 0.9937629938,
-      "r": 0.991015895,
-      "f": 0.9923875433
+      "p": 0.9937716263,
+      "r": 0.992398065,
+      "f": 0.9930843707
     },
     "Polarity": {
-      "p": 0.9918433931,
-      "r": 0.9967213115,
-      "f": 0.9942763696
+      "p": 0.9885993485,
+      "r": 0.9950819672,
+      "f": 0.9918300654
     },
     "AdpType": {
-      "p": 0.999660787,
-      "r": 0.9972927242,
-      "f": 0.9984753515
+      "p": 0.9986417657,
+      "r": 0.9952622673,
+      "f": 0.9969491525
     },
     "Definite": {
-      "p": 0.9843724827,
-      "r": 0.9698412698,
-      "f": 0.9770528504
+      "p": 0.9876883201,
+      "r": 0.9677777778,
+      "f": 0.9776316844
     },
     "Degree": {
-      "p": 0.9400413508,
-      "r": 0.916051041,
-      "f": 0.9278911565
+      "p": 0.9342818428,
+      "r": 0.9261249161,
+      "f": 0.9301854975
     },
     "VerbForm": {
-      "p": 0.9644736842,
-      "r": 0.9747340426,
-      "f": 0.9695767196
+      "p": 0.9619672131,
+      "r": 0.9753989362,
+      "f": 0.9686365137
     },
     "Abbr": {
-      "p": 0.9754901961,
-      "r": 0.8883928571,
-      "f": 0.9299065421
+      "p": 0.9902439024,
+      "r": 0.90625,
+      "f": 0.9463869464
     },
     "Poss": {
-      "p": 1.0,
-      "r": 0.9855421687,
-      "f": 0.9927184466
+      "p": 0.9951807229,
+      "r": 0.9951807229,
+      "f": 0.9951807229
     },
     "NumForm": {
-      "p": 1.0,
-      "r": 0.3223140496,
-      "f": 0.4875
+      "p": 0.991416309,
+      "r": 0.3181818182,
+      "f": 0.4817518248
     },
     "NumType": {
-      "p": 1.0,
-      "r": 0.3241758242,
-      "f": 0.489626556
+      "p": 0.9914529915,
+      "r": 0.3186813187,
+      "f": 0.4823284823
     },
     "Reflex": {
       "p": 1.0,
@@ -323,39 +324,39 @@
       "f": 0.9967845659
     },
     "Strength": {
-      "p": 0.9919354839,
-      "r": 0.9761904762,
-      "f": 0.984
+      "p": 0.9880478088,
+      "r": 0.9841269841,
+      "f": 0.986083499
     },
     "Mood": {
-      "p": 0.9584086799,
-      "r": 0.9724770642,
-      "f": 0.9653916211
+      "p": 0.9381625442,
+      "r": 0.9743119266,
+      "f": 0.9558955896
     },
     "Tense": {
-      "p": 0.9596541787,
-      "r": 0.9680232558,
-      "f": 0.9638205499
+      "p": 0.9486447932,
+      "r": 0.9665697674,
+      "f": 0.9575233981
     },
     "Variant": {
-      "p": 0.9865771812,
-      "r": 0.9483870968,
-      "f": 0.9671052632
+      "p": 0.9933333333,
+      "r": 0.9612903226,
+      "f": 0.9770491803
     },
     "Position": {
-      "p": 0.9910714286,
+      "p": 1.0,
       "r": 0.9910714286,
-      "f": 0.9910714286
+      "f": 0.9955156951
     },
     "Number[psor]": {
-      "p": 1.0,
-      "r": 0.9,
-      "f": 0.9473684211
+      "p": 0.935483871,
+      "r": 0.9666666667,
+      "f": 0.9508196721
     },
     "PartType": {
-      "p": 0.9722222222,
+      "p": 1.0,
       "r": 0.9459459459,
-      "f": 0.9589041096
+      "f": 0.9722222222
     },
     "Foreign": {
       "p": 0.0,
@@ -363,91 +364,90 @@
       "f": 0.0
     }
   },
-  "lemma_acc": 0.8183070924,
-  "ents_p": 0.7193937038,
-  "ents_r": 0.711102574,
-  "ents_f": 0.7152241113,
+  "ents_p": 0.7232212666,
+  "ents_r": 0.7107184018,
+  "ents_f": 0.7169153265,
   "ents_per_type": {
     "DATETIME": {
-      "p": 0.7883959044,
-      "r": 0.8048780488,
-      "f": 0.7965517241
+      "p": 0.7986348123,
+      "r": 0.8153310105,
+      "f": 0.8068965517
     },
     "ORGANIZATION": {
-      "p": 0.6325301205,
+      "p": 0.6687898089,
       "r": 0.6687898089,
-      "f": 0.6501547988
+      "f": 0.6687898089
     },
     "FACILITY": {
-      "p": 0.4862385321,
-      "r": 0.4045801527,
-      "f": 0.4416666667
+      "p": 0.4848484848,
+      "r": 0.3664122137,
+      "f": 0.4173913043
     },
     "NUMERIC_VALUE": {
-      "p": 0.9227467811,
-      "r": 0.9110169492,
-      "f": 0.9168443497
+      "p": 0.8991596639,
+      "r": 0.906779661,
+      "f": 0.9029535865
     },
     "ORDINAL": {
-      "p": 0.7857142857,
-      "r": 0.8,
-      "f": 0.7927927928
+      "p": 0.8181818182,
+      "r": 0.8181818182,
+      "f": 0.8181818182
     },
     "EVENT": {
-      "p": 0.5294117647,
-      "r": 0.4864864865,
-      "f": 0.5070422535
+      "p": 0.5555555556,
+      "r": 0.5405405405,
+      "f": 0.5479452055
     },
     "GPE": {
-      "p": 0.7953586498,
-      "r": 0.8666666667,
-      "f": 0.8294829483
+      "p": 0.8152173913,
+      "r": 0.8620689655,
+      "f": 0.8379888268
     },
     "PERSON": {
-      "p": 0.6728187919,
-      "r": 0.6728187919,
-      "f": 0.6728187919
+      "p": 0.6501650165,
+      "r": 0.6610738255,
+      "f": 0.6555740433
+    },
+    "PRODUCT": {
+      "p": 0.4363636364,
+      "r": 0.3503649635,
+      "f": 0.3886639676
     },
     "NAT_REL_POL": {
-      "p": 0.8854961832,
+      "p": 0.8923076923,
       "r": 0.7733333333,
-      "f": 0.8256227758
+      "f": 0.8285714286
     },
     "MONEY": {
-      "p": 0.9230769231,
-      "r": 0.8275862069,
-      "f": 0.8727272727
-    },
-    "PRODUCT": {
-      "p": 0.427184466,
-      "r": 0.3211678832,
-      "f": 0.3666666667
+      "p": 0.8928571429,
+      "r": 0.8620689655,
+      "f": 0.8771929825
     },
     "LOC": {
-      "p": 0.4782608696,
-      "r": 0.4342105263,
-      "f": 0.4551724138
+      "p": 0.4428571429,
+      "r": 0.4078947368,
+      "f": 0.4246575342
     },
     "WORK_OF_ART": {
-      "p": 0.2222222222,
-      "r": 0.2105263158,
-      "f": 0.2162162162
+      "p": 0.2173913043,
+      "r": 0.2631578947,
+      "f": 0.2380952381
     },
     "QUANTITY": {
-      "p": 0.7419354839,
-      "r": 0.8846153846,
-      "f": 0.8070175439
+      "p": 0.8928571429,
+      "r": 0.9615384615,
+      "f": 0.9259259259
     },
     "LANGUAGE": {
-      "p": 0.6,
-      "r": 0.75,
-      "f": 0.6666666667
+      "p": 0.6666666667,
+      "r": 1.0,
+      "f": 0.8
     },
     "PERIOD": {
-      "p": 0.8378378378,
+      "p": 0.9117647059,
       "r": 0.7380952381,
-      "f": 0.7848101266
+      "f": 0.8157894737
     }
   },
-  "speed": 8496.149813704
+  "speed": 10169.2143826467
 }

config.cfg

@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "ro"
-pipeline = ["tok2vec","tagger","parser","senter","attribute_ruler","lemmatizer","ner"]
+pipeline = ["tok2vec","tagger","parser","lemmatizer","senter","attribute_ruler","ner"]
 disabled = ["senter"]
 before_creation = null
 after_creation = null
@@ -26,11 +26,22 @@ scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
 validate = false
 
 [components.lemmatizer]
-factory = "lemmatizer"
-mode = "lookup"
-model = null
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
 overwrite = false
 scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.lemmatizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode:width}
+upstream = "tok2vec"
 
 [components.ner]
 factory = "ner"
@@ -55,7 +66,7 @@ nO = null
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.ner.model.tok2vec.encode]
@@ -93,8 +104,9 @@ overwrite = false
 scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.senter.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -115,12 +127,14 @@ maxout_pieces = 2
 
 [components.tagger]
 factory = "tagger"
+neg_prefix = "!"
 overwrite = false
 scorer = {"@scorers":"spacy.tagger_scorer.v1"}
 
 [components.tagger.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.tagger.model.tok2vec]
 @architectures = "spacy.Tok2VecListener.v1"
@@ -137,7 +151,7 @@ factory = "tok2vec"
 @architectures = "spacy.MultiHashEmbed.v2"
 width = ${components.tok2vec.model.encode:width}
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.tok2vec.model.encode]
@@ -174,7 +188,7 @@ dropout = 0.1
 accumulate_gradient = 1
 patience = 5000
 max_epochs = 0
-max_steps = 0
+max_steps = 100000
 eval_frequency = 1000
 frozen_components = []
 before_to_disk = null
@@ -209,15 +223,15 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-tag_acc = 0.16
+tag_acc = 0.29
 dep_uas = 0.0
-dep_las = 0.16
+dep_las = 0.29
 dep_las_per_type = null
 sents_p = null
 sents_r = null
-sents_f = 0.02
-lemma_acc = 0.5
-ents_f = 0.16
+sents_f = 0.04
+lemma_acc = 0.1
+ents_f = 0.29
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null

lemmatizer/cfg

@@ -0,0 +1,1141 @@
+{
+  "labels":[
+    1,
+    2,
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+}

lemmatizer/{lookups/lookups.bin → model}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:29d980bbecacfa6599448d2fc5a0e58900ecce80f8674ac1fb8fbdfd434fea11
-size 5598187
+oid sha256:f59080d3e4c05d01ec8aff619b92e0ff781891a1a07675325e8892e52f1f0603
+size 441598

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"ro",
   "name":"core_news_sm",
-  "version":"3.2.0",
-  "description":"Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.",
+  "version":"3.3.0",
+  "description":"Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"CC BY-SA 4.0",
-  "spacy_version":">=3.2.0,<3.3.0",
-  "spacy_git_version":"bb26550e2",
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       "vocative",
       "xcomp"
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-      "I",
-      "S"
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     "attribute_ruler":[
 
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-
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@@ -579,17 +572,17 @@
     "tok2vec",
     "tagger",
     "parser",
-    "attribute_ruler",
     "lemmatizer",
+    "attribute_ruler",
     "ner"
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@@ -1,3 +1,3 @@
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