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: 0.7550713749
+      value: 0.7552238806
     - name: NER Recall
       type: recall
-      value: 0.7721859393
+      value: 0.7775643488
     - name: NER F Score
       type: f_score
-      value: 0.7635327635
+      value: 0.766231308
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9667810127
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9664291788
+      value: 0.9403951881
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.954787234
-    - name: SENTER Recall
-      type: recall
-      value: 0.954787234
-    - name: SENTER F Score
-      type: f_score
-      value: 0.954787234
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9512416806
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8897462438
+      value: 0.9585129152
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8881779116
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8897462438
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8359210815
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9699398798
 ---
 ### Details: https://spacy.io/models/ro#ro_core_news_lg
 
-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_lg` |
-| **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** | 500000 keys, 500000 unique vectors (300 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)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **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)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
 | **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` | 96.64 |
-| `SENTS_P` | 95.48 |
-| `SENTS_R` | 95.48 |
-| `SENTS_F` | 95.48 |
-| `DEP_UAS` | 88.97 |
-| `DEP_LAS` | 83.90 |
-| `POS_ACC` | 94.06 |
-| `MORPH_ACC` | 95.11 |
-| `MORPH_MICRO_P` | 98.96 |
-| `MORPH_MICRO_R` | 95.82 |
-| `MORPH_MICRO_F` | 97.07 |
-| `LEMMA_ACC` | 81.83 |
-| `ENTS_P` | 75.51 |
-| `ENTS_R` | 77.22 |
-| `ENTS_F` | 76.35 |
+| `TAG_ACC` | 96.68 |
+| `SENTS_P` | 97.45 |
+| `SENTS_R` | 96.54 |
+| `SENTS_F` | 96.99 |
+| `DEP_UAS` | 88.82 |
+| `DEP_LAS` | 83.59 |
+| `LEMMA_ACC` | 95.85 |
+| `POS_ACC` | 94.04 |
+| `MORPH_ACC` | 95.12 |
+| `MORPH_MICRO_P` | 98.85 |
+| `MORPH_MICRO_R` | 95.86 |
+| `MORPH_MICRO_F` | 97.12 |
+| `ENTS_P` | 75.52 |
+| `ENTS_R` | 77.76 |
+| `ENTS_F` | 76.62 |

accuracy.json

@@ -3,127 +3,127 @@
   "token_p": 0.9967350492,
   "token_r": 0.9957244934,
   "token_f": 0.9959492157,
-  "tag_acc": 0.9664291788,
-  "sents_p": 0.954787234,
-  "sents_r": 0.954787234,
-  "sents_f": 0.954787234,
-  "dep_uas": 0.8897462438,
-  "dep_las": 0.8389686971,
+  "tag_acc": 0.9667810127,
+  "sents_p": 0.9744966443,
+  "sents_r": 0.9654255319,
+  "sents_f": 0.9699398798,
+  "dep_uas": 0.8881779116,
+  "dep_las": 0.8359210815,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8786231884,
+      "p": 0.8738738739,
       "r": 0.9133709981,
-      "f": 0.8956602031
+      "f": 0.8931860037
     },
     "mark": {
-      "p": 0.9288389513,
-      "r": 0.9358490566,
-      "f": 0.9323308271
+      "p": 0.927756654,
+      "r": 0.920754717,
+      "f": 0.9242424242
     },
     "case": {
-      "p": 0.9638554217,
-      "r": 0.959880015,
-      "f": 0.9618636107
+      "p": 0.9589453861,
+      "r": 0.9546306712,
+      "f": 0.9567831642
     },
     "nmod:tmod": {
-      "p": 0.6842105263,
-      "r": 0.1092436975,
-      "f": 0.1884057971
+      "p": 0.5853658537,
+      "r": 0.2016806723,
+      "f": 0.3
     },
     "amod": {
-      "p": 0.9172297297,
-      "r": 0.9250425894,
-      "f": 0.9211195929
+      "p": 0.9114359415,
+      "r": 0.9028960818,
+      "f": 0.9071459136
     },
     "nsubj": {
-      "p": 0.8803986711,
-      "r": 0.8372827804,
-      "f": 0.8582995951
+      "p": 0.8717532468,
+      "r": 0.8483412322,
+      "f": 0.8598879103
     },
     "nmod": {
-      "p": 0.8218838527,
-      "r": 0.8286326312,
-      "f": 0.8252444444
+      "p": 0.8199643494,
+      "r": 0.8211353088,
+      "f": 0.8205494113
     },
     "aux": {
-      "p": 0.9867924528,
-      "r": 0.9561243144,
-      "f": 0.9712163417
+      "p": 0.9776119403,
+      "r": 0.957952468,
+      "f": 0.9676823638
     },
     "advcl": {
-      "p": 0.5862068966,
-      "r": 0.6390977444,
-      "f": 0.6115107914
+      "p": 0.5947712418,
+      "r": 0.6842105263,
+      "f": 0.6363636364
     },
     "obj": {
-      "p": 0.8326180258,
-      "r": 0.896073903,
-      "f": 0.8631813126
+      "p": 0.8274336283,
+      "r": 0.8637413395,
+      "f": 0.8451977401
     },
     "det": {
-      "p": 0.9575688073,
-      "r": 0.9456398641,
-      "f": 0.9515669516
+      "p": 0.9667812142,
+      "r": 0.9558323896,
+      "f": 0.9612756264
     },
     "cc": {
-      "p": 0.9340425532,
-      "r": 0.9164926931,
-      "f": 0.9251844046
+      "p": 0.9411764706,
+      "r": 0.9352818372,
+      "f": 0.9382198953
     },
     "conj": {
-      "p": 0.6115288221,
-      "r": 0.5654692932,
-      "f": 0.5875978326
+      "p": 0.5930232558,
+      "r": 0.5318655852,
+      "f": 0.5607819181
     },
     "nummod": {
-      "p": 0.887675507,
-      "r": 0.8835403727,
-      "f": 0.8856031128
+      "p": 0.8809891808,
+      "r": 0.8850931677,
+      "f": 0.8830364059
     },
     "acl": {
-      "p": 0.8063583815,
-      "r": 0.7209302326,
-      "f": 0.761255116
+      "p": 0.8211143695,
+      "r": 0.7235142119,
+      "f": 0.7692307692
     },
     "advmod": {
-      "p": 0.8117048346,
-      "r": 0.8416886544,
-      "f": 0.8264248705
+      "p": 0.818877551,
+      "r": 0.8469656992,
+      "f": 0.8326848249
     },
     "obl": {
-      "p": 0.6821052632,
-      "r": 0.8223350254,
-      "f": 0.7456846951
+      "p": 0.6858359957,
+      "r": 0.8172588832,
+      "f": 0.7458019687
     },
     "expl:pass": {
-      "p": 0.8085106383,
-      "r": 0.7037037037,
-      "f": 0.7524752475
+      "p": 0.7735849057,
+      "r": 0.7592592593,
+      "f": 0.7663551402
     },
     "nsubj:pass": {
-      "p": 0.8,
-      "r": 0.756097561,
-      "f": 0.7774294671
+      "p": 0.8246753247,
+      "r": 0.7743902439,
+      "f": 0.7987421384
     },
     "fixed": {
-      "p": 0.9,
-      "r": 0.8562367865,
-      "f": 0.8775731311
+      "p": 0.8623655914,
+      "r": 0.8477801268,
+      "f": 0.855010661
     },
     "appos": {
-      "p": 0.4956896552,
-      "r": 0.4389312977,
-      "f": 0.4655870445
+      "p": 0.5085470085,
+      "r": 0.4541984733,
+      "f": 0.4798387097
     },
     "parataxis": {
-      "p": 0.1627906977,
-      "r": 0.2,
-      "f": 0.1794871795
+      "p": 0.0909090909,
+      "r": 0.0571428571,
+      "f": 0.0701754386
     },
     "aux:pass": {
-      "p": 0.9125,
-      "r": 0.9733333333,
-      "f": 0.9419354839
+      "p": 0.9215686275,
+      "r": 0.94,
+      "f": 0.9306930693
     },
     "nmod:agent": {
       "p": 0.0,
@@ -131,9 +131,9 @@
       "f": 0.0
     },
     "ccomp": {
-      "p": 0.8759689922,
-      "r": 0.8759689922,
-      "f": 0.8759689922
+      "p": 0.873015873,
+      "r": 0.8527131783,
+      "f": 0.862745098
     },
     "nmod:pmod": {
       "p": 0.0,
@@ -141,64 +141,74 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.8157894737,
-      "r": 0.7654320988,
-      "f": 0.7898089172
+      "p": 0.7710843373,
+      "r": 0.7901234568,
+      "f": 0.7804878049
     },
     "flat": {
-      "p": 0.7557251908,
-      "r": 0.7815789474,
-      "f": 0.7684346701
+      "p": 0.8034825871,
+      "r": 0.85,
+      "f": 0.8260869565
     },
     "cop": {
-      "p": 0.8524590164,
-      "r": 0.8387096774,
-      "f": 0.8455284553
+      "p": 0.8512396694,
+      "r": 0.8306451613,
+      "f": 0.8408163265
     },
     "csubj": {
-      "p": 0.8235294118,
-      "r": 0.6666666667,
-      "f": 0.7368421053
+      "p": 0.8571428571,
+      "r": 0.8571428571,
+      "f": 0.8571428571
+    },
+    "dep": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "obl:agent": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "dep": {
+    "obl:pmod": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
     "expl:pv": {
-      "p": 0.7564102564,
-      "r": 0.8550724638,
-      "f": 0.8027210884
+      "p": 0.7777777778,
+      "r": 0.8115942029,
+      "f": 0.7943262411
     },
     "expl": {
-      "p": 0.6875,
+      "p": 0.6285714286,
       "r": 0.8148148148,
-      "f": 0.7457627119
+      "f": 0.7096774194
     },
-    "obl:pmod": {
+    "vocative": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
     "expl:poss": {
-      "p": 0.9655172414,
-      "r": 0.9032258065,
-      "f": 0.9333333333
+      "p": 1.0,
+      "r": 0.935483871,
+      "f": 0.9666666667
     },
     "goeswith": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
+    "compound": {
+      "p": 0.3,
+      "r": 0.4285714286,
+      "f": 0.3529411765
+    },
     "xcomp": {
-      "p": 0.5806451613,
-      "r": 0.6666666667,
-      "f": 0.6206896552
+      "p": 0.5416666667,
+      "r": 0.4814814815,
+      "f": 0.5098039216
     },
     "orphan": {
       "p": 0.0,
@@ -210,132 +220,133 @@
       "r": 0.3333333333,
       "f": 0.5
     },
-    "csubj:pass": {
+    "list": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "compound": {
-      "p": 0.5714285714,
-      "r": 0.5714285714,
-      "f": 0.5714285714
+    "ccomp:pmod": {
+      "p": 0.3333333333,
+      "r": 0.3333333333,
+      "f": 0.3333333333
     },
-    "list": {
+    "cc:preconj": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "ccomp:pmod": {
-      "p": 0.25,
-      "r": 0.3333333333,
-      "f": 0.2857142857
+    "csubj:pass": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
-    "cc:preconj": {
+    "advcl:tcl": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     }
   },
-  "pos_acc": 0.9405873228,
-  "morph_acc": 0.9510657636,
-  "morph_micro_p": 0.9896160458,
-  "morph_micro_r": 0.9582489383,
-  "morph_micro_f": 0.9706797273,
+  "lemma_acc": 0.9585129152,
+  "pos_acc": 0.9403951881,
+  "morph_acc": 0.9512416806,
+  "morph_micro_p": 0.9885162858,
+  "morph_micro_r": 0.9585538495,
+  "morph_micro_f": 0.9711599991,
   "morph_per_feat": {
     "Case": {
-      "p": 0.9938697318,
-      "r": 0.9896985883,
-      "f": 0.9917797744
+      "p": 0.9923332481,
+      "r": 0.9876637416,
+      "f": 0.9899929887
     },
     "Gender": {
-      "p": 0.991821842,
-      "r": 0.9854981873,
-      "f": 0.9886499028
+      "p": 0.9918074111,
+      "r": 0.9837479685,
+      "f": 0.9877612502
     },
     "Number": {
-      "p": 0.9894903379,
-      "r": 0.922363847,
-      "f": 0.9547486643
+      "p": 0.9894855851,
+      "r": 0.9219424839,
+      "f": 0.9545206675
     },
     "Person": {
-      "p": 0.9911452184,
-      "r": 0.9893930466,
-      "f": 0.9902683574
+      "p": 0.9853113984,
+      "r": 0.9882144962,
+      "f": 0.986760812
     },
     "PronType": {
-      "p": 0.9965349965,
-      "r": 0.993780235,
-      "f": 0.9951557093
+      "p": 0.9965373961,
+      "r": 0.99447132,
+      "f": 0.9955032861
     },
     "Polarity": {
-      "p": 0.9918566775,
-      "r": 0.9983606557,
-      "f": 0.9950980392
+      "p": 0.9902597403,
+      "r": 1.0,
+      "f": 0.9951060359
     },
     "AdpType": {
-      "p": 0.998982706,
+      "p": 0.9996606719,
       "r": 0.9969543147,
-      "f": 0.9979674797
+      "f": 0.9983056591
     },
     "Definite": {
-      "p": 0.9886490807,
-      "r": 0.9815873016,
-      "f": 0.9851055356
+      "p": 0.9890903257,
+      "r": 0.9785714286,
+      "f": 0.9838027607
     },
     "Degree": {
-      "p": 0.9582772544,
-      "r": 0.9563465413,
-      "f": 0.9573109244
+      "p": 0.9554355165,
+      "r": 0.9503022163,
+      "f": 0.9528619529
     },
     "VerbForm": {
-      "p": 0.9774236388,
-      "r": 0.9787234043,
-      "f": 0.9780730897
+      "p": 0.9728656519,
+      "r": 0.977393617,
+      "f": 0.9751243781
     },
     "Abbr": {
-      "p": 0.9538461538,
-      "r": 0.8303571429,
-      "f": 0.8878281623
+      "p": 0.9653465347,
+      "r": 0.8705357143,
+      "f": 0.9154929577
     },
     "Poss": {
       "p": 1.0,
-      "r": 0.9927710843,
-      "f": 0.9963724305
+      "r": 0.9975903614,
+      "f": 0.9987937274
     },
     "NumForm": {
-      "p": 0.9871794872,
-      "r": 0.3181818182,
-      "f": 0.48125
+      "p": 0.9709543568,
+      "r": 0.3223140496,
+      "f": 0.4839710445
     },
     "NumType": {
-      "p": 0.9872881356,
-      "r": 0.3200549451,
-      "f": 0.4834024896
+      "p": 0.9794238683,
+      "r": 0.3269230769,
+      "f": 0.4902162719
     },
     "Reflex": {
       "p": 1.0,
-      "r": 1.0,
-      "f": 1.0
+      "r": 0.9935897436,
+      "f": 0.9967845659
     },
     "Strength": {
-      "p": 0.9920318725,
-      "r": 0.9880952381,
-      "f": 0.9900596421
+      "p": 0.992,
+      "r": 0.9841269841,
+      "f": 0.9880478088
     },
     "Mood": {
-      "p": 0.972826087,
-      "r": 0.9853211009,
-      "f": 0.9790337284
+      "p": 0.9588550984,
+      "r": 0.9834862385,
+      "f": 0.9710144928
     },
     "Tense": {
-      "p": 0.9725036179,
+      "p": 0.9627507163,
       "r": 0.976744186,
-      "f": 0.9746192893
+      "f": 0.9696969697
     },
     "Variant": {
-      "p": 0.9932885906,
-      "r": 0.9548387097,
-      "f": 0.9736842105
+      "p": 0.9933774834,
+      "r": 0.9677419355,
+      "f": 0.9803921569
     },
     "Position": {
       "p": 1.0,
@@ -358,91 +369,90 @@
       "f": 0.0
     }
   },
-  "lemma_acc": 0.8183070924,
-  "ents_p": 0.7550713749,
-  "ents_r": 0.7721859393,
-  "ents_f": 0.7635327635,
+  "ents_p": 0.7552238806,
+  "ents_r": 0.7775643488,
+  "ents_f": 0.766231308,
   "ents_per_type": {
     "DATETIME": {
-      "p": 0.7818791946,
-      "r": 0.8118466899,
-      "f": 0.7965811966
+      "p": 0.7781569966,
+      "r": 0.7944250871,
+      "f": 0.7862068966
     },
     "ORGANIZATION": {
-      "p": 0.7076923077,
-      "r": 0.7324840764,
-      "f": 0.7198748044
+      "p": 0.6888217523,
+      "r": 0.7261146497,
+      "f": 0.7069767442
     },
     "FACILITY": {
-      "p": 0.5039370079,
-      "r": 0.4885496183,
-      "f": 0.496124031
-    },
-    "PRODUCT": {
-      "p": 0.5590551181,
-      "r": 0.5182481752,
-      "f": 0.5378787879
+      "p": 0.5714285714,
+      "r": 0.5496183206,
+      "f": 0.560311284
     },
     "NUMERIC_VALUE": {
-      "p": 0.8875502008,
-      "r": 0.936440678,
-      "f": 0.9113402062
+      "p": 0.8953974895,
+      "r": 0.906779661,
+      "f": 0.9010526316
     },
     "ORDINAL": {
-      "p": 0.8214285714,
-      "r": 0.8363636364,
-      "f": 0.8288288288
+      "p": 0.8103448276,
+      "r": 0.8545454545,
+      "f": 0.8318584071
     },
     "EVENT": {
-      "p": 0.5151515152,
-      "r": 0.4594594595,
-      "f": 0.4857142857
+      "p": 0.5526315789,
+      "r": 0.5675675676,
+      "f": 0.56
     },
     "GPE": {
-      "p": 0.8636363636,
-      "r": 0.8735632184,
-      "f": 0.8685714286
+      "p": 0.8464912281,
+      "r": 0.8873563218,
+      "f": 0.8664421998
     },
     "PERSON": {
-      "p": 0.7046153846,
-      "r": 0.7684563758,
-      "f": 0.735152488
+      "p": 0.7164869029,
+      "r": 0.7802013423,
+      "f": 0.7469879518
     },
     "NAT_REL_POL": {
-      "p": 0.9315068493,
+      "p": 0.925170068,
       "r": 0.9066666667,
-      "f": 0.9189189189
+      "f": 0.9158249158
     },
     "MONEY": {
-      "p": 0.9622641509,
-      "r": 0.8793103448,
-      "f": 0.9189189189
+      "p": 0.9038461538,
+      "r": 0.8103448276,
+      "f": 0.8545454545
+    },
+    "PRODUCT": {
+      "p": 0.608,
+      "r": 0.5547445255,
+      "f": 0.5801526718
     },
     "LOC": {
-      "p": 0.4864864865,
-      "r": 0.4736842105,
-      "f": 0.48
+      "p": 0.5256410256,
+      "r": 0.5394736842,
+      "f": 0.5324675325
     },
     "WORK_OF_ART": {
-      "p": 0.3571428571,
+      "p": 0.2631578947,
       "r": 0.2631578947,
-      "f": 0.303030303
+      "f": 0.2631578947
     },
     "QUANTITY": {
-      "p": 0.962962963,
-      "r": 1.0,
-      "f": 0.9811320755
+      "p": 0.8,
+      "r": 0.9230769231,
+      "f": 0.8571428571
+    },
+    "PERIOD": {
+      "p": 0.8823529412,
+      "r": 0.7142857143,
+      "f": 0.7894736842
     },
     "LANGUAGE": {
-      "p": 0.6666666667,
+      "p": 0.8,
       "r": 1.0,
-      "f": 0.8
-    },
-    "PERIOD": {
-      "p": 0.8648648649,
-      "r": 0.7619047619,
-      "f": 0.8101265823
+      "f": 0.8888888889
     }
   },
-  "speed": 7699.716829035
+  "speed": 9115.098662697
 }

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 = true
 
 [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 = true
 
 [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:de934b03883d35a05fbc12c1e011b6f709b531859b7e78b7fb48fb0e169bea2a
+size 441598

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"ro",
   "name":"core_news_lg",
-  "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",
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-  "spacy_git_version":"bb26550e2",
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@@ -546,15 +546,8 @@
       "vocative",
       "xcomp"
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-      "I",
-      "S"
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-
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@@ -579,17 +572,17 @@
     "tok2vec",
     "tagger",
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-    "attribute_ruler",
     "lemmatizer",
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     "ner"
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@@ -1,3 +1,3 @@
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