Update spaCy pipeline

README.md

@@ -13,21 +13,28 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.7585141203
+      value: 0.7498327416
     - name: NER Recall
       type: recall
-      value: 0.7640098105
+      value: 0.7475641104
     - name: NER F Score
       type: f_score
-      value: 0.7612520468
+      value: 0.7486967075
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9249740665
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_docusco_spacy` |
-| **Version** | `0.1` |
-| **spaCy** | `>=3.2.3,<3.3.0` |
-| **Default Pipeline** | `tok2vec`, `ner` |
-| **Components** | `tok2vec`, `ner` |
+| **Version** | `0.2` |
+| **spaCy** | `>=3.3.0,<3.4.0` |
+| **Default Pipeline** | `tok2vec`, `ner`, `tagger` |
+| **Components** | `tok2vec`, `ner`, `tagger` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 | **Sources** | n/a |
 | **License** | n/a |
@@ -37,11 +44,12 @@ model-index:
 
 <details>
 
-<summary>View label scheme (37 labels for 1 components)</summary>
+<summary>View label scheme (311 labels for 2 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`ner`** | `AcademicTerms`, `AcademicWritingMoves`, `Character`, `Citation`, `CitationAuthority`, `CitationHedged`, `ConfidenceHedged`, `ConfidenceHigh`, `ConfidenceLow`, `Contingent`, `Description`, `Facilitate`, `FirstPerson`, `ForceStressed`, `Future`, `InformationChange`, `InformationChangeNegative`, `InformationChangePositive`, `InformationExposition`, `InformationPlace`, `InformationReportVerbs`, `InformationStates`, `InformationTopics`, `Inquiry`, `Interactive`, `MetadiscourseCohesive`, `MetadiscourseInteractive`, `Narrative`, `Negative`, `Positive`, `PublicTerms`, `Reasoning`, `Responsibility`, `Strategic`, `SyntacticComplexity`, `Uncertainty`, `Updates` |
+| **`tagger`** | `APPGE`, `AT`, `AT1`, `BCL21`, `BCL22`, `CC`, `CCB`, `CS`, `CS21`, `CS22`, `CS31`, `CS32`, `CS33`, `CS41`, `CS42`, `CS43`, `CS44`, `CSA`, `CSN`, `CST`, `CSW`, `CSW31`, `CSW32`, `CSW33`, `DA`, `DA1`, `DA2`, `DAR`, `DAT`, `DB`, `DB2`, `DD`, `DD1`, `DD2`, `DDQ`, `DDQGE`, `DDQGE31`, `DDQGE32`, `DDQGE33`, `DDQV`, `DDQV31`, `DDQV32`, `DDQV33`, `EX`, `FO`, `FU`, `FW`, `GE`, `IF`, `II`, `II21`, `II22`, `II31`, `II32`, `II33`, `II41`, `II42`, `II43`, `II44`, `IO`, `IW`, `JJ`, `JJ21`, `JJ22`, `JJ31`, `JJ32`, `JJ33`, `JJ41`, `JJ42`, `JJ43`, `JJ44`, `JJR`, `JJT`, `JK`, `MC`, `MC1`, `MC2`, `MC221`, `MC222`, `MCMC`, `MD`, `MF`, `ND1`, `NN`, `NN1`, `NN121`, `NN122`, `NN131`, `NN132`, `NN133`, `NN141`, `NN142`, `NN143`, `NN144`, `NN2`, `NN21`, `NN22`, `NN221`, `NN222`, `NN231`, `NN232`, `NN233`, `NN31`, `NN32`, `NN33`, `NNA`, `NNB`, `NNL1`, `NNL2`, `NNO`, `NNO2`, `NNT1`, `NNT131`, `NNT132`, `NNT133`, `NNT2`, `NNU`, `NNU1`, `NNU2`, `NNU21`, `NNU22`, `NP`, `NP1`, `NP2`, `NPD1`, `NPD2`, `NPM1`, `NPM2`, `PN`, `PN1`, `PN121`, `PN122`, `PN21`, `PN22`, `PNQO`, `PNQS`, `PNQS31`, `PNQS32`, `PNQS33`, `PNQV`, `PNQV31`, `PNQV32`, `PNQV33`, `PNX1`, `PPGE`, `PPH1`, `PPHO1`, `PPHO2`, `PPHS1`, `PPHS2`, `PPIO1`, `PPIO2`, `PPIS1`, `PPIS2`, `PPX1`, `PPX121`, `PPX122`, `PPX2`, `PPX221`, `PPX222`, `PPY`, `RA`, `RA21`, `RA22`, `REX`, `REX21`, `REX22`, `REX41`, `REX42`, `REX43`, `REX44`, `RG`, `RG21`, `RG22`, `RG31`, `RG32`, `RG33`, `RG41`, `RG42`, `RG43`, `RG44`, `RGQ`, `RGQV`, `RGQV31`, `RGQV32`, `RGQV33`, `RGR`, `RGT`, `RL`, `RL21`, `RL22`, `RL31`, `RL32`, `RL33`, `RP`, `RPK`, `RR`, `RR21`, `RR22`, `RR31`, `RR32`, `RR33`, `RR41`, `RR42`, `RR43`, `RR44`, `RR51`, `RR52`, `RR53`, `RR54`, `RR55`, `RRQ`, `RRQV`, `RRQV31`, `RRQV32`, `RRQV33`, `RRR`, `RRT`, `RT`, `RT21`, `RT22`, `RT31`, `RT32`, `RT33`, `RT41`, `RT42`, `RT43`, `RT44`, `TO`, `UH`, `UH21`, `UH22`, `UH31`, `UH32`, `UH33`, `VB0`, `VBDR`, `VBDZ`, `VBG`, `VBI`, `VBM`, `VBN`, `VBR`, `VBZ`, `VD0`, `VDD`, `VDG`, `VDI`, `VDN`, `VDZ`, `VH0`, `VHD`, `VHG`, `VHI`, `VHN`, `VHZ`, `VM`, `VM21`, `VM22`, `VMK`, `VV0`, `VVD`, `VVG`, `VVGK`, `VVI`, `VVN`, `VVNK`, `VVZ`, `XX`, `Y`, `ZZ1`, `ZZ2`, `ZZ221`, `ZZ222` |
 
 </details>
 
@@ -49,8 +57,10 @@ model-index:
 
 | Type | Score |
 | --- | --- |
-| `ENTS_F` | 76.13 |
-| `ENTS_P` | 75.85 |
-| `ENTS_R` | 76.40 |
-| `TOK2VEC_LOSS` | 6547966.67 |
-| `NER_LOSS` | 5460719.26 |
+| `ENTS_F` | 74.87 |
+| `ENTS_P` | 74.98 |
+| `ENTS_R` | 74.76 |
+| `TAG_ACC` | 92.50 |
+| `TOK2VEC_LOSS` | 9919092.94 |
+| `NER_LOSS` | 6441655.97 |
+| `TAGGER_LOSS` | 2474292.88 |

config.cfg

@@ -1,6 +1,6 @@
 [paths]
-train = "/content/drive/MyDrive/DS Bert/SpacyTrain/spacy_train.spacy"
-dev = "/content/drive/MyDrive/DS Bert/SpacyTrain/spacy_dev.spacy"
+train = "spacy_train.spacy"
+dev = "spacy_dev.spacy"
 vectors = null
 init_tok2vec = null
 
@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "en"
-pipeline = ["tok2vec","ner"]
+pipeline = ["tok2vec","ner","tagger"]
 batch_size = 1000
 disabled = []
 before_creation = null
@@ -41,6 +41,22 @@ nO = null
 width = ${components.tok2vec.model.encode.width}
 upstream = "*"
 
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
 [components.tok2vec]
 factory = "tok2vec"
 
@@ -123,10 +139,11 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-ents_f = 1.0
+ents_f = 0.5
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+tag_acc = 0.5
 
 [pretraining]
 

en_docusco_spacy-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:48169adca13989ca04412e7b966c5a86d4a7953208b70ece0ecfe341a290de60
-size 6400761
+oid sha256:443d5b1a4188a40e0c1de56e0c9551a97b5b05b013fe995a842ba1840a4dafb0
+size 6415723

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"en",
   "name":"docusco_spacy",
-  "version":"0.1",
+  "version":"0.2",
   "description":"",
   "author":"",
   "email":"",
   "url":"",
   "license":"",
-  "spacy_version":">=3.2.3,<3.3.0",
-  "spacy_git_version":"0fc3dee77",
+  "spacy_version":">=3.3.0,<3.4.0",
+  "spacy_git_version":"Unknown",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -57,212 +57,492 @@
       "SyntacticComplexity",
       "Uncertainty",
       "Updates"
+    ],
+    "tagger":[
+      "APPGE",
+      "AT",
+      "AT1",
+      "BCL21",
+      "BCL22",
+      "CC",
+      "CCB",
+      "CS",
+      "CS21",
+      "CS22",
+      "CS31",
+      "CS32",
+      "CS33",
+      "CS41",
+      "CS42",
+      "CS43",
+      "CS44",
+      "CSA",
+      "CSN",
+      "CST",
+      "CSW",
+      "CSW31",
+      "CSW32",
+      "CSW33",
+      "DA",
+      "DA1",
+      "DA2",
+      "DAR",
+      "DAT",
+      "DB",
+      "DB2",
+      "DD",
+      "DD1",
+      "DD2",
+      "DDQ",
+      "DDQGE",
+      "DDQGE31",
+      "DDQGE32",
+      "DDQGE33",
+      "DDQV",
+      "DDQV31",
+      "DDQV32",
+      "DDQV33",
+      "EX",
+      "FO",
+      "FU",
+      "FW",
+      "GE",
+      "IF",
+      "II",
+      "II21",
+      "II22",
+      "II31",
+      "II32",
+      "II33",
+      "II41",
+      "II42",
+      "II43",
+      "II44",
+      "IO",
+      "IW",
+      "JJ",
+      "JJ21",
+      "JJ22",
+      "JJ31",
+      "JJ32",
+      "JJ33",
+      "JJ41",
+      "JJ42",
+      "JJ43",
+      "JJ44",
+      "JJR",
+      "JJT",
+      "JK",
+      "MC",
+      "MC1",
+      "MC2",
+      "MC221",
+      "MC222",
+      "MCMC",
+      "MD",
+      "MF",
+      "ND1",
+      "NN",
+      "NN1",
+      "NN121",
+      "NN122",
+      "NN131",
+      "NN132",
+      "NN133",
+      "NN141",
+      "NN142",
+      "NN143",
+      "NN144",
+      "NN2",
+      "NN21",
+      "NN22",
+      "NN221",
+      "NN222",
+      "NN231",
+      "NN232",
+      "NN233",
+      "NN31",
+      "NN32",
+      "NN33",
+      "NNA",
+      "NNB",
+      "NNL1",
+      "NNL2",
+      "NNO",
+      "NNO2",
+      "NNT1",
+      "NNT131",
+      "NNT132",
+      "NNT133",
+      "NNT2",
+      "NNU",
+      "NNU1",
+      "NNU2",
+      "NNU21",
+      "NNU22",
+      "NP",
+      "NP1",
+      "NP2",
+      "NPD1",
+      "NPD2",
+      "NPM1",
+      "NPM2",
+      "PN",
+      "PN1",
+      "PN121",
+      "PN122",
+      "PN21",
+      "PN22",
+      "PNQO",
+      "PNQS",
+      "PNQS31",
+      "PNQS32",
+      "PNQS33",
+      "PNQV",
+      "PNQV31",
+      "PNQV32",
+      "PNQV33",
+      "PNX1",
+      "PPGE",
+      "PPH1",
+      "PPHO1",
+      "PPHO2",
+      "PPHS1",
+      "PPHS2",
+      "PPIO1",
+      "PPIO2",
+      "PPIS1",
+      "PPIS2",
+      "PPX1",
+      "PPX121",
+      "PPX122",
+      "PPX2",
+      "PPX221",
+      "PPX222",
+      "PPY",
+      "RA",
+      "RA21",
+      "RA22",
+      "REX",
+      "REX21",
+      "REX22",
+      "REX41",
+      "REX42",
+      "REX43",
+      "REX44",
+      "RG",
+      "RG21",
+      "RG22",
+      "RG31",
+      "RG32",
+      "RG33",
+      "RG41",
+      "RG42",
+      "RG43",
+      "RG44",
+      "RGQ",
+      "RGQV",
+      "RGQV31",
+      "RGQV32",
+      "RGQV33",
+      "RGR",
+      "RGT",
+      "RL",
+      "RL21",
+      "RL22",
+      "RL31",
+      "RL32",
+      "RL33",
+      "RP",
+      "RPK",
+      "RR",
+      "RR21",
+      "RR22",
+      "RR31",
+      "RR32",
+      "RR33",
+      "RR41",
+      "RR42",
+      "RR43",
+      "RR44",
+      "RR51",
+      "RR52",
+      "RR53",
+      "RR54",
+      "RR55",
+      "RRQ",
+      "RRQV",
+      "RRQV31",
+      "RRQV32",
+      "RRQV33",
+      "RRR",
+      "RRT",
+      "RT",
+      "RT21",
+      "RT22",
+      "RT31",
+      "RT32",
+      "RT33",
+      "RT41",
+      "RT42",
+      "RT43",
+      "RT44",
+      "TO",
+      "UH",
+      "UH21",
+      "UH22",
+      "UH31",
+      "UH32",
+      "UH33",
+      "VB0",
+      "VBDR",
+      "VBDZ",
+      "VBG",
+      "VBI",
+      "VBM",
+      "VBN",
+      "VBR",
+      "VBZ",
+      "VD0",
+      "VDD",
+      "VDG",
+      "VDI",
+      "VDN",
+      "VDZ",
+      "VH0",
+      "VHD",
+      "VHG",
+      "VHI",
+      "VHN",
+      "VHZ",
+      "VM",
+      "VM21",
+      "VM22",
+      "VMK",
+      "VV0",
+      "VVD",
+      "VVG",
+      "VVGK",
+      "VVI",
+      "VVN",
+      "VVNK",
+      "VVZ",
+      "XX",
+      "Y",
+      "ZZ1",
+      "ZZ2",
+      "ZZ221",
+      "ZZ222"
     ]
   },
   "pipeline":[
     "tok2vec",
-    "ner"
+    "ner",
+    "tagger"
   ],
   "components":[
     "tok2vec",
-    "ner"
+    "ner",
+    "tagger"
   ],
   "disabled":[
 
   ],
   "performance":{
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-    "ents_r":0.7640098105,
+    "ents_f":0.7486967075,
+    "ents_p":0.7498327416,
+    "ents_r":0.7475641104,
     "ents_per_type":{
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+      "InformationTopics":{
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-        "r":0.7037385129,
-        "f":0.7403053938
+      "Responsibility":{
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-      "InformationChangeNegative":{
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-        "f":0.5384893386
+      "Updates":{
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