Update spaCy pipeline

.gitattributes

@@ -19,3 +19,4 @@
 *strings.json filter=lfs diff=lfs merge=lfs -text
 vectors filter=lfs diff=lfs merge=lfs -text
 model filter=lfs diff=lfs merge=lfs -text
+*key2row filter=lfs diff=lfs merge=lfs -text

LICENSES_SOURCES

@@ -878,557 +878,6 @@ Creative Commons may be contacted at creativecommons.org.
 
 
 
-# Lemmatization Lists
-
-* Author: Michal Měchura
-* URL: https://github.com/michmech/lemmatization-lists/
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 # Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)
 
 * Author: Explosion

README.md

@@ -14,61 +14,76 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8219461698
+      value: 0.8183716075
     - name: NER Recall
       type: recall
-      value: 0.8270833333
+      value: 0.8166666667
     - name: NER F Score
       type: f_score
-      value: 0.8245067497
+      value: 0.8175182482
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9633898305
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9650363196
+      value: 0.9633898305
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9142335766
-    - name: SENTER Recall
-      type: recall
-      value: 0.8882978723
-    - name: SENTER F Score
-      type: f_score
-      value: 0.9010791367
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9568038741
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8225959658
+      value: 0.9516707022
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8195787003
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8225959658
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.7807576266
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9055258467
 ---
 ### Details: https://spacy.io/models/da#da_core_news_lg
 
-Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
+Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `da_core_news_lg` |
-| **Version** | `3.2.0` |
-| **spaCy** | `>=3.2.0,<3.3.0` |
-| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
-| **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Version** | `3.3.0` |
+| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
+| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
+| **Components** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
 | **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
-| **Sources** | [UD Danish DDT v2.8](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[Lemmatization Lists](https://github.com/michmech/lemmatization-lists/) (Michal Měchura)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **Sources** | [UD Danish DDT v2.8](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<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 @@ Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 
 <details>
 
-<summary>View label scheme (195 labels for 4 components)</summary>
+<summary>View label scheme (193 labels for 3 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`morphologizer`** | `AdpType=Prep\|POS=ADP`, `Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=PROPN`, `Definite=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=ADV`, `Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `POS=CCONJ`, `Definite=Ind\|Degree=Cmp\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADJ`, `POS=PRON\|PartType=Inf`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Degree=Pos\|POS=ADV`, `Definite=Def\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Dem`, `NumType=Card\|POS=NUM`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `NumType=Ord\|POS=ADJ`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `POS=VERB\|VerbForm=Inf\|Voice=Act`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `POS=ADP\|PartType=Inf`, `Degree=Pos\|POS=ADJ`, `Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `POS=AUX\|VerbForm=Inf\|Voice=Act`, `Definite=Ind\|Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `POS=PART\|PartType=Inf`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Com\|POS=PRON\|PronType=Ind`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Imp\|POS=VERB`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Int,Rel`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Degree=Cmp\|POS=ADV`, `POS=ADV\|PartType=Inf`, `Degree=Sup\|POS=ADV`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|POS=PROPN`, `POS=ADP`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Degree=Pos\|Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Gender=Com\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Number=Plur\|POS=PRON\|PronType=Rcp`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=INTJ`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Definite=Def\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Definite=Ind\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `POS=SYM`, `Case=Nom\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Degree=Sup\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Ind\|Style=Arch`, `Case=Gen\|Gender=Com\|Number=Sing\|POS=DET\|PronType=Dem`, `Foreign=Yes\|POS=X`, `POS=DET\|Person=2\|Polite=Form\|Poss=Yes\|PronType=Prs`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Gen\|POS=PRON\|PronType=Int,Rel`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Dem`, `Abbr=Yes\|POS=X`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `Definite=Def\|Degree=Abs\|POS=ADJ`, `Definite=Ind\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Definite=Ind\|POS=NOUN`, `Gender=Com\|Number=Plur\|POS=NOUN`, `Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Com\|POS=PRON\|PronType=Int,Rel`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Degree=Abs\|POS=ADV`, `POS=VERB\|VerbForm=Ger`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `POS=VERB\|Tense=Pres`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Ind`, `Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=PRON\|Person=2\|Polite=Form\|Poss=Yes\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|POS=AUX`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Com\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|POS=NOUN`, `Number[psor]=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=DET\|PronType=Dem`, `Definite=Def\|Number=Plur\|POS=NOUN` |
 | **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `advmod:lmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound:prt`, `conj`, `cop`, `dep`, `det`, `expl`, `fixed`, `flat`, `iobj`, `list`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `obl:lmod`, `obl:tmod`, `punct`, `xcomp` |
-| **`senter`** | `I`, `S` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
 
 </details>
@@ -95,18 +109,18 @@ Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 | `TOKEN_P` | 99.78 |
 | `TOKEN_R` | 99.75 |
 | `TOKEN_F` | 99.76 |
-| `POS_ACC` | 96.50 |
-| `MORPH_ACC` | 95.72 |
-| `MORPH_MICRO_P` | 97.22 |
-| `MORPH_MICRO_R` | 96.68 |
-| `MORPH_MICRO_F` | 96.95 |
-| `SENTS_P` | 91.42 |
-| `SENTS_R` | 88.83 |
-| `SENTS_F` | 90.11 |
-| `DEP_UAS` | 82.26 |
-| `DEP_LAS` | 78.33 |
-| `TAG_ACC` | 96.50 |
-| `LEMMA_ACC` | 84.91 |
-| `ENTS_P` | 82.19 |
-| `ENTS_R` | 82.71 |
-| `ENTS_F` | 82.45 |
+| `POS_ACC` | 96.34 |
+| `MORPH_ACC` | 95.68 |
+| `MORPH_MICRO_P` | 97.27 |
+| `MORPH_MICRO_R` | 96.56 |
+| `MORPH_MICRO_F` | 96.91 |
+| `SENTS_P` | 91.04 |
+| `SENTS_R` | 90.07 |
+| `SENTS_F` | 90.55 |
+| `DEP_UAS` | 81.96 |
+| `DEP_LAS` | 78.08 |
+| `LEMMA_ACC` | 95.17 |
+| `TAG_ACC` | 96.34 |
+| `ENTS_P` | 81.84 |
+| `ENTS_R` | 81.67 |
+| `ENTS_F` | 81.75 |

accuracy.json

@@ -3,81 +3,81 @@
   "token_p": 0.9977732598,
   "token_r": 0.9974835463,
   "token_f": 0.997628382,
-  "pos_acc": 0.9650363196,
-  "morph_acc": 0.9571912833,
-  "morph_micro_p": 0.9722335025,
-  "morph_micro_r": 0.9667861289,
-  "morph_micro_f": 0.969502164,
+  "pos_acc": 0.9633898305,
+  "morph_acc": 0.9568038741,
+  "morph_micro_p": 0.9727434528,
+  "morph_micro_r": 0.9655746807,
+  "morph_micro_f": 0.9691458101,
   "morph_per_feat": {
     "Mood": {
-      "p": 0.9781160799,
-      "r": 0.9799809342,
-      "f": 0.979047619
+      "p": 0.9799043062,
+      "r": 0.9761677788,
+      "f": 0.9780324737
     },
     "Tense": {
-      "p": 0.9765506808,
-      "r": 0.9721385542,
-      "f": 0.9743396226
+      "p": 0.9772727273,
+      "r": 0.9713855422,
+      "f": 0.9743202417
     },
     "VerbForm": {
-      "p": 0.9697156984,
-      "r": 0.9602203182,
-      "f": 0.9649446494
+      "p": 0.9686153846,
+      "r": 0.9632802938,
+      "f": 0.9659404725
     },
     "Voice": {
-      "p": 0.9797752809,
-      "r": 0.9775784753,
-      "f": 0.9786756453
+      "p": 0.9798206278,
+      "r": 0.9798206278,
+      "f": 0.9798206278
     },
     "Definite": {
-      "p": 0.9666401906,
-      "r": 0.9616752272,
-      "f": 0.9641513171
+      "p": 0.968812475,
+      "r": 0.9573291189,
+      "f": 0.963036566
     },
     "Gender": {
-      "p": 0.9588903743,
-      "r": 0.9534729146,
-      "f": 0.956173971
+      "p": 0.9597720416,
+      "r": 0.9514788966,
+      "f": 0.9556074766
     },
     "Number": {
-      "p": 0.9666403993,
-      "r": 0.9598330725,
-      "f": 0.9632247088
+      "p": 0.9683961022,
+      "r": 0.9590505999,
+      "f": 0.9637006945
     },
     "AdpType": {
-      "p": 0.9991071429,
-      "r": 0.9893899204,
-      "f": 0.994224789
+      "p": 0.9982206406,
+      "r": 0.9920424403,
+      "f": 0.9951219512
     },
     "PartType": {
-      "p": 1.0,
+      "p": 0.996763754,
       "r": 1.0,
-      "f": 1.0
+      "f": 0.9983792545
     },
     "Case": {
-      "p": 0.9792332268,
-      "r": 0.9684044234,
-      "f": 0.9737887212
+      "p": 0.9806451613,
+      "r": 0.9605055292,
+      "f": 0.9704708699
     },
     "Person": {
-      "p": 0.9805996473,
-      "r": 0.9875666075,
-      "f": 0.9840707965
+      "p": 0.9804270463,
+      "r": 0.9786856128,
+      "f": 0.9795555556
     },
     "PronType": {
-      "p": 0.9860082305,
-      "r": 0.9851973684,
-      "f": 0.9856026327
+      "p": 0.9835390947,
+      "r": 0.9827302632,
+      "f": 0.9831345125
     },
     "NumType": {
-      "p": 0.9731543624,
+      "p": 0.9931506849,
       "r": 0.9602649007,
-      "f": 0.9666666667
+      "f": 0.9764309764
     },
     "Degree": {
-      "p": 0.9587878788,
-      "r": 0.9530120482,
-      "f": 0.9558912387
+      "p": 0.9578313253,
+      "r": 0.9578313253,
+      "f": 0.9578313253
     },
     "Reflex": {
       "p": 1.0,
@@ -85,24 +85,24 @@
       "f": 1.0
     },
     "Number[psor]": {
-      "p": 0.9885057471,
+      "p": 0.9772727273,
       "r": 1.0,
-      "f": 0.9942196532
+      "f": 0.9885057471
     },
     "Poss": {
-      "p": 1.0,
+      "p": 0.9887640449,
       "r": 1.0,
-      "f": 1.0
+      "f": 0.9943502825
     },
     "Foreign": {
-      "p": 0.6666666667,
-      "r": 0.4,
-      "f": 0.5
+      "p": 0.6,
+      "r": 0.3,
+      "f": 0.4
     },
     "Abbr": {
-      "p": 1.0,
-      "r": 0.2,
-      "f": 0.3333333333
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "Style": {
       "p": 1.0,
@@ -110,146 +110,151 @@
       "f": 1.0
     },
     "Polite": {
-      "p": 1.0,
-      "r": 0.5,
-      "f": 0.6666666667
+      "p": 0.75,
+      "r": 0.75,
+      "f": 0.75
     }
   },
-  "sents_p": 0.9142335766,
-  "sents_r": 0.8882978723,
-  "sents_f": 0.9010791367,
-  "dep_uas": 0.8225959658,
-  "dep_las": 0.7833277461,
+  "sents_p": 0.9103942652,
+  "sents_r": 0.9007092199,
+  "sents_f": 0.9055258467,
+  "dep_uas": 0.8195787003,
+  "dep_las": 0.7807576266,
   "dep_las_per_type": {
     "advmod": {
-      "p": 0.6842105263,
-      "r": 0.697740113,
-      "f": 0.6909090909
+      "p": 0.6955345061,
+      "r": 0.7259887006,
+      "f": 0.7104353836
     },
     "root": {
-      "p": 0.8513761468,
-      "r": 0.8226950355,
-      "f": 0.8367899008
+      "p": 0.824686941,
+      "r": 0.8173758865,
+      "f": 0.821015138
     },
     "nsubj": {
-      "p": 0.8508583691,
-      "r": 0.8364978903,
-      "f": 0.8436170213
+      "p": 0.8361884368,
+      "r": 0.8238396624,
+      "f": 0.829968119
     },
     "case": {
-      "p": 0.8953603159,
-      "r": 0.8944773176,
-      "f": 0.8949185989
+      "p": 0.9003984064,
+      "r": 0.8915187377,
+      "f": 0.8959365709
     },
     "obl": {
-      "p": 0.71973466,
+      "p": 0.7221297837,
       "r": 0.6739130435,
-      "f": 0.6960705694
+      "f": 0.697188755
     },
     "cc": {
-      "p": 0.7885714286,
-      "r": 0.8023255814,
-      "f": 0.795389049
+      "p": 0.7630057803,
+      "r": 0.7674418605,
+      "f": 0.7652173913
     },
     "conj": {
-      "p": 0.647696477,
-      "r": 0.6373333333,
-      "f": 0.6424731183
+      "p": 0.6106442577,
+      "r": 0.5813333333,
+      "f": 0.5956284153
     },
     "obj": {
-      "p": 0.8161764706,
-      "r": 0.8621359223,
-      "f": 0.8385269122
+      "p": 0.7893772894,
+      "r": 0.8368932039,
+      "f": 0.8124410933
     },
     "aux": {
-      "p": 0.8742690058,
-      "r": 0.8717201166,
-      "f": 0.8729927007
+      "p": 0.8764705882,
+      "r": 0.8688046647,
+      "f": 0.8726207906
     },
     "acl:relcl": {
-      "p": 0.5773195876,
-      "r": 0.6054054054,
-      "f": 0.5910290237
+      "p": 0.6300578035,
+      "r": 0.5891891892,
+      "f": 0.6089385475
     },
     "advmod:lmod": {
-      "p": 0.6714285714,
-      "r": 0.7014925373,
-      "f": 0.6861313869
+      "p": 0.7272727273,
+      "r": 0.7164179104,
+      "f": 0.7218045113
     },
     "det": {
-      "p": 0.9253731343,
-      "r": 0.9192751236,
-      "f": 0.9223140496
+      "p": 0.9140495868,
+      "r": 0.9110378913,
+      "f": 0.9125412541
     },
     "amod": {
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     },
     "nmod": {
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-      "f": 0.6417624521
+      "p": 0.6549707602,
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+      "f": 0.6556097561
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     "iobj": {
-      "p": 0.8,
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+      "p": 0.8125,
+      "r": 0.5909090909,
+      "f": 0.6842105263
     },
     "xcomp": {
-      "p": 0.5333333333,
-      "r": 0.406779661,
-      "f": 0.4615384615
+      "p": 0.4772727273,
+      "r": 0.3559322034,
+      "f": 0.4077669903
+    },
+    "appos": {
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+      "f": 0.4745762712
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       "r": 0.3333333333,
-      "f": 0.4137931034
+      "f": 0.4
     },
     "vocative": {
       "p": 0.0,
@@ -257,62 +262,57 @@
       "f": 0.0
     },
     "fixed": {
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-      "f": 0.8205128205
+      "p": 0.8717948718,
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+      "f": 0.85
     },
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-      "r": 0.8235294118,
-      "f": 0.8115942029
+    "obl:lmod": {
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+      "r": 0.0,
+      "f": 0.0
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-    "appos": {
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-      "f": 0.4285714286
+    "expl": {
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+      "r": 0.8529411765,
+      "f": 0.8529411765
     },
     "obl:tmod": {
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+      "p": 0.6363636364,
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     },
     "discourse": {
       "p": 0.0,
       "r": 0.0,
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-    },
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-  "lemma_acc": 0.8491041162,
-  "ents_p": 0.8219461698,
-  "ents_r": 0.8270833333,
-  "ents_f": 0.8245067497,
+  "lemma_acc": 0.9516707022,
+  "tag_acc": 0.9633898305,
+  "ents_p": 0.8183716075,
+  "ents_r": 0.8166666667,
+  "ents_f": 0.8175182482,
   "ents_per_type": {
     "PER": {
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-      "r": 0.8674698795,
-      "f": 0.8916408669
+      "p": 0.8993710692,
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+      "f": 0.88
     },
     "ORG": {
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+      "p": 0.7303370787,
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     },
     "MISC": {
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-      "f": 0.7008547009
+      "p": 0.7288135593,
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     },
     "LOC": {
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-      "f": 0.8947368421
+      "p": 0.8672566372,
+      "r": 0.8828828829,
+      "f": 0.875
     }
   },
-  "speed": 8840.2170640394
+  "speed": 10791.2692595094
 }

config.cfg

@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "da"
-pipeline = ["tok2vec","morphologizer","parser","senter","attribute_ruler","lemmatizer","ner"]
+pipeline = ["tok2vec","morphologizer","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.morphologizer]
 factory = "morphologizer"
@@ -39,8 +50,9 @@ overwrite = true
 scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 
 [components.morphologizer.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.morphologizer.model.tok2vec]
 @architectures = "spacy.Tok2VecListener.v1"
@@ -70,7 +82,7 @@ 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]
@@ -108,8 +120,9 @@ 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"
@@ -138,7 +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]
@@ -175,7 +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
@@ -210,17 +223,17 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-pos_acc = 0.08
-morph_acc = 0.08
+pos_acc = 0.14
+morph_acc = 0.14
 morph_per_feat = null
 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
@@ -237,6 +250,13 @@ after_init = null
 
 [initialize.components]
 
+[initialize.components.lemmatizer]
+
+[initialize.components.lemmatizer.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/trainable_lemmatizer.json"
+require = false
+
 [initialize.components.morphologizer]
 
 [initialize.components.morphologizer.labels]

da_core_news_lg-any-py3-none-any.whl

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-size 573820420
+oid sha256:70b519f9d735120b8eee33370806c00bdb12214887bf6793783421fbbbff1dc3
+size 567085252

lemmatizer/cfg

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+{
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lemmatizer/{lookups/lookups.bin → model}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6864ce8705293ba1b6dcf349ec133cdc33db3ba57f6e9337458cfe5073b6f103
-size 11537995
+oid sha256:fd1961075ded3bc09a5a58ead51adad20e36d70d2a099362fe21386796b1521e
+size 176206

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"da",
   "name":"core_news_lg",
-  "version":"3.2.0",
-  "description":"Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
+  "version":"3.3.0",
+  "description":"Danish pipeline optimized for CPU. Components: tok2vec, morphologizer, 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",
+  "spacy_version":">=3.3.0.dev0,<3.4.0",
+  "spacy_git_version":"849bef2de",
   "vectors":{
     "width":300,
     "vectors":500000,
@@ -212,15 +212,8 @@
       "punct",
       "xcomp"
     ],
-    "senter":[
-      "I",
-      "S"
-    ],
     "attribute_ruler":[
 
-    ],
-    "lemmatizer":[
-
     ],
     "ner":[
       "LOC",
@@ -233,17 +226,17 @@
     "tok2vec",
     "morphologizer",
     "parser",
-    "attribute_ruler",
     "lemmatizer",
+    "attribute_ruler",
     "ner"
   ],
   "components":[
     "tok2vec",
     "morphologizer",
     "parser",
+    "lemmatizer",
     "senter",
     "attribute_ruler",
-    "lemmatizer",
     "ner"
   ],
   "disabled":[
@@ -254,81 +247,81 @@
     "token_p":0.9977732598,
     "token_r":0.9974835463,
     "token_f":0.997628382,
-    "pos_acc":0.9650363196,
-    "morph_acc":0.9571912833,
-    "morph_micro_p":0.9722335025,
-    "morph_micro_r":0.9667861289,
-    "morph_micro_f":0.969502164,
+    "pos_acc":0.9633898305,
+    "morph_acc":0.9568038741,
+    "morph_micro_p":0.9727434528,
+    "morph_micro_r":0.9655746807,
+    "morph_micro_f":0.9691458101,
     "morph_per_feat":{
       "Mood":{
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-        "r":0.9799809342,
-        "f":0.979047619
+        "p":0.9799043062,
+        "r":0.9761677788,
+        "f":0.9780324737
       },
       "Tense":{
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-        "r":0.9721385542,
-        "f":0.9743396226
+        "p":0.9772727273,
+        "r":0.9713855422,
+        "f":0.9743202417
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       "VerbForm":{
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-        "f":0.9649446494
+        "p":0.9686153846,
+        "r":0.9632802938,
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       "Voice":{
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+        "r":0.9798206278,
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       "Definite":{
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