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KoichiYasuoka
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roberta-base-coptic-ud-goeswith

Token Classification
Transformers
PyTorch
Coptic
roberta
coptic
pos
dependency-parsing
Inference Endpoints
Model card Files Community
KoichiYasuoka commited on
Commit
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initial release

Browse files
Files changed (9) hide show
  1. README.md +76 -0
  2. config.json +1074 -0
  3. maker.py +55 -0
  4. pytorch_model.bin +3 -0
  5. sentencepiece.model +3 -0
  6. special_tokens_map.json +15 -0
  7. tokenizer.json +0 -0
  8. tokenizer_config.json +21 -0
  9. ud.py +63 -0
README.md ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
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+ language:
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+ - "cop"
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+ tags:
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+ - "coptic"
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+ - "token-classification"
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+ - "pos"
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+ - "dependency-parsing"
9
+ datasets:
10
+ - "universal_dependencies"
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+ license: "cc-by-sa-4.0"
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+ pipeline_tag: "token-classification"
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+ widget:
14
+ - text: "ⲧⲉⲛⲟⲩⲇⲉⲛ̄ⲟⲩⲟⲉⲓⲛϩ︤ⲙ︥ⲡϫⲟⲉⲓⲥ·"
15
+ ---
16
+
17
+ # roberta-base-coptic-ud-goeswith
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+
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+ ## Model Description
20
+
21
+ This is a RoBERTa model pre-trained on Coptic Scriptorium Corpora for POS-tagging and dependency-parsing (using `goeswith` for subwords), derived from [roberta-base-coptic](https://huggingface.co/KoichiYasuoka/roberta-base-coptic).
22
+
23
+ ## How to Use
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+
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+ ```py
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+ class UDgoeswith(object):
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+ def __init__(self,bert):
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+ from transformers import AutoTokenizer,AutoModelForTokenClassification
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+ self.tokenizer=AutoTokenizer.from_pretrained(bert)
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+ self.model=AutoModelForTokenClassification.from_pretrained(bert)
31
+ def __call__(self,text):
32
+ import numpy,torch,ufal.chu_liu_edmonds
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+ w=self.tokenizer(text,return_offsets_mapping=True)
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+ v=w["input_ids"]
35
+ x=[v[0:i]+[self.tokenizer.mask_token_id]+v[i+1:]+[j] for i,j in enumerate(v[1:-1],1)]
36
+ with torch.no_grad():
37
+ e=self.model(input_ids=torch.tensor(x)).logits.numpy()[:,1:-2,:]
38
+ r=[1 if i==0 else -1 if j.endswith("|root") else 0 for i,j in sorted(self.model.config.id2label.items())]
39
+ e+=numpy.where(numpy.add.outer(numpy.identity(e.shape[0]),r)==0,0,numpy.nan)
40
+ g=self.model.config.label2id["X|_|goeswith"]
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+ r=numpy.tri(e.shape[0])
42
+ for i in range(e.shape[0]):
43
+ for j in range(i+2,e.shape[1]):
44
+ r[i,j]=r[i,j-1] if numpy.nanargmax(e[i,j-1])==g else 1
45
+ e[:,:,g]+=numpy.where(r==0,0,numpy.nan)
46
+ m=numpy.full((e.shape[0]+1,e.shape[1]+1),numpy.nan)
47
+ m[1:,1:]=numpy.nanmax(e,axis=2).transpose()
48
+ p=numpy.zeros(m.shape)
49
+ p[1:,1:]=numpy.nanargmax(e,axis=2).transpose()
50
+ for i in range(1,m.shape[0]):
51
+ m[i,0],m[i,i],p[i,0]=m[i,i],numpy.nan,p[i,i]
52
+ h=ufal.chu_liu_edmonds.chu_liu_edmonds(m)[0]
53
+ if [0 for i in h if i==0]!=[0]:
54
+ m[:,0]+=numpy.where(m[:,0]==numpy.nanmax(m[[i for i,j in enumerate(h) if j==0],0]),0,numpy.nan)
55
+ m[[i for i,j in enumerate(h) if j==0]]+=[0 if i==0 or j==0 else numpy.nan for i,j in enumerate(h)]
56
+ h=ufal.chu_liu_edmonds.chu_liu_edmonds(m)[0]
57
+ u="# text = "+text+"\n"
58
+ v=[(s,e) for s,e in w["offset_mapping"] if s<e]
59
+ for i,(s,e) in enumerate(v,1):
60
+ q=self.model.config.id2label[p[i,h[i]]].split("|")
61
+ u+="\t".join([str(i),text[s:e],"_",q[0],"_","|".join(q[1:-1]),str(h[i]),q[-1],"_","_" if i<len(v) and e<v[i][0] else "SpaceAfter=No"])+"\n"
62
+ return u+"\n"
63
+
64
+ nlp=UDgoeswith("KoichiYasuoka/roberta-base-coptic-ud-goeswith")
65
+ print(nlp("ⲧⲉⲛⲟⲩⲇⲉⲛ̄ⲟⲩⲟⲉⲓⲛϩ︤ⲙ︥ⲡϫⲟⲉⲓⲥ·"))
66
+ ```
67
+
68
+ with [ufal.chu-liu-edmonds](https://pypi.org/project/ufal.chu-liu-edmonds/).
69
+ Or without ufal.chu-liu-edmonds:
70
+
71
+ ```
72
+ from transformers import pipeline
73
+ nlp=pipeline("universal-dependencies","KoichiYasuoka/roberta-base-coptic-ud-goeswith",trust_remote_code=True,aggregation_strategy="simple")
74
+ print(nlp("ⲧⲉⲛⲟⲩⲇⲉⲛ̄ⲟⲩⲟⲉⲓⲛϩ︤ⲙ︥ⲡϫⲟⲉⲓⲥ·"))
75
+ ```
76
+
config.json ADDED
@@ -0,0 +1,1074 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "RobertaForTokenClassification"
4
+ ],
5
+ "attention_probs_dropout_prob": 0.1,
6
+ "bos_token_id": 0,
7
+ "classifier_dropout": null,
8
+ "custom_pipelines": {
9
+ "universal-dependencies": {
10
+ "impl": "ud.UniversalDependenciesPipeline"
11
+ }
12
+ },
13
+ "eos_token_id": 2,
14
+ "hidden_act": "gelu",
15
+ "hidden_dropout_prob": 0.1,
16
+ "hidden_size": 768,
17
+ "id2label": {
18
+ "0": "-|_|dep",
19
+ "1": "ADJ|Foreign=Yes|amod",
20
+ "2": "ADJ|_|amod",
21
+ "3": "ADP|Foreign=Yes|case",
22
+ "4": "ADP|_|advmod",
23
+ "5": "ADP|_|appos",
24
+ "6": "ADP|_|case",
25
+ "7": "ADP|_|cc",
26
+ "8": "ADP|_|fixed",
27
+ "9": "ADP|_|nmod",
28
+ "10": "ADP|_|nsubj",
29
+ "11": "ADP|_|obj",
30
+ "12": "ADP|_|obl",
31
+ "13": "ADP|_|reparandum",
32
+ "14": "ADV|Definite=Def|PronType=Prs|Reflex=Yes|advmod",
33
+ "15": "ADV|Foreign=Yes|Polarity=Neg|advmod",
34
+ "16": "ADV|Foreign=Yes|advmod",
35
+ "17": "ADV|Foreign=Yes|mark",
36
+ "18": "ADV|Polarity=Neg|advcl",
37
+ "19": "ADV|Polarity=Neg|advmod",
38
+ "20": "ADV|PronType=Int|advmod",
39
+ "21": "ADV|PronType=Int|ccomp",
40
+ "22": "ADV|PronType=Int|conj",
41
+ "23": "ADV|PronType=Int|nmod",
42
+ "24": "ADV|PronType=Int|parataxis",
43
+ "25": "ADV|PronType=Int|root",
44
+ "26": "ADV|PronType=Tot|advmod",
45
+ "27": "ADV|_|acl:relcl",
46
+ "28": "ADV|_|advcl",
47
+ "29": "ADV|_|advmod",
48
+ "30": "ADV|_|case",
49
+ "31": "ADV|_|conj",
50
+ "32": "ADV|_|fixed",
51
+ "33": "ADV|_|mark",
52
+ "34": "ADV|_|nmod",
53
+ "35": "ADV|_|obl",
54
+ "36": "ADV|_|obl:npmod",
55
+ "37": "ADV|_|root",
56
+ "38": "ADV|_|xcomp",
57
+ "39": "AUX|Foreign=Yes|aux",
58
+ "40": "AUX|Polarity=Neg|aux",
59
+ "41": "AUX|VerbForm=Fin|aux",
60
+ "42": "AUX|_|aux",
61
+ "43": "AUX|_|orphan",
62
+ "44": "AUX|_|reparandum",
63
+ "45": "CCONJ|Foreign=Yes|Polarity=Neg|advmod",
64
+ "46": "CCONJ|Foreign=Yes|Polarity=Neg|cc",
65
+ "47": "CCONJ|Foreign=Yes|advmod",
66
+ "48": "CCONJ|Foreign=Yes|cc",
67
+ "49": "CCONJ|Foreign=Yes|discourse",
68
+ "50": "CCONJ|Foreign=Yes|fixed",
69
+ "51": "CCONJ|_|advmod",
70
+ "52": "CCONJ|_|case",
71
+ "53": "CCONJ|_|cc",
72
+ "54": "CCONJ|_|ccomp",
73
+ "55": "CCONJ|_|discourse",
74
+ "56": "CCONJ|_|fixed",
75
+ "57": "CCONJ|_|reparandum",
76
+ "58": "DET|Definite=Def|Foreign=Yes|Number=Plur|PronType=Dem|root",
77
+ "59": "DET|Definite=Def|Gender=Fem|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
78
+ "60": "DET|Definite=Def|Gender=Fem|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
79
+ "61": "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
80
+ "62": "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
81
+ "63": "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|obl",
82
+ "64": "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det",
83
+ "65": "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det",
84
+ "66": "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det",
85
+ "67": "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det",
86
+ "68": "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|acl:relcl",
87
+ "69": "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|ccomp",
88
+ "70": "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|conj",
89
+ "71": "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|nmod",
90
+ "72": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|appos",
91
+ "73": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|ccomp",
92
+ "74": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|conj",
93
+ "75": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|det",
94
+ "76": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|dislocated",
95
+ "77": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|obj",
96
+ "78": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|obl",
97
+ "79": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|acl:relcl",
98
+ "80": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|appos",
99
+ "81": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|ccomp",
100
+ "82": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|det",
101
+ "83": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|dislocated",
102
+ "84": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|nsubj",
103
+ "85": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|obl",
104
+ "86": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|parataxis",
105
+ "87": "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|root",
106
+ "88": "DET|Definite=Def|Gender=Masc|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
107
+ "89": "DET|Definite=Def|Gender=Masc|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
108
+ "90": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|acl:relcl",
109
+ "91": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|appos",
110
+ "92": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
111
+ "93": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|obj",
112
+ "94": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|acl:relcl",
113
+ "95": "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
114
+ "96": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det",
115
+ "97": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|conj",
116
+ "98": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det",
117
+ "99": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|obl",
118
+ "100": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|parataxis",
119
+ "101": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|root",
120
+ "102": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det",
121
+ "103": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|acl:relcl",
122
+ "104": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|ccomp",
123
+ "105": "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det",
124
+ "106": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|acl:relcl",
125
+ "107": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|appos",
126
+ "108": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|ccomp",
127
+ "109": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|conj",
128
+ "110": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|nmod",
129
+ "111": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|nsubj",
130
+ "112": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|obj",
131
+ "113": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|parataxis",
132
+ "114": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|root",
133
+ "115": "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|vocative",
134
+ "116": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|acl:relcl",
135
+ "117": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|advcl",
136
+ "118": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|appos",
137
+ "119": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|ccomp",
138
+ "120": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|conj",
139
+ "121": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|det",
140
+ "122": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|dislocated",
141
+ "123": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|fixed",
142
+ "124": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|nmod",
143
+ "125": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|nsubj",
144
+ "126": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|obj",
145
+ "127": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|obl",
146
+ "128": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|parataxis",
147
+ "129": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|root",
148
+ "130": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|vocative",
149
+ "131": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|acl:relcl",
150
+ "132": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|advcl",
151
+ "133": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|appos",
152
+ "134": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|ccomp",
153
+ "135": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|conj",
154
+ "136": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|det",
155
+ "137": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|dislocated",
156
+ "138": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|iobj",
157
+ "139": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|nmod",
158
+ "140": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|nsubj",
159
+ "141": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|obj",
160
+ "142": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|obl",
161
+ "143": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|parataxis",
162
+ "144": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|root",
163
+ "145": "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|xcomp",
164
+ "146": "DET|Definite=Def|Gender[psor]=Fem|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
165
+ "147": "DET|Definite=Def|Gender[psor]=Fem|Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
166
+ "148": "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|acl:relcl",
167
+ "149": "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det",
168
+ "150": "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det",
169
+ "151": "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det",
170
+ "152": "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det",
171
+ "153": "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det",
172
+ "154": "DET|Definite=Def|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|conj",
173
+ "155": "DET|Definite=Def|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det",
174
+ "156": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|advcl",
175
+ "157": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|ccomp",
176
+ "158": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|conj",
177
+ "159": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|nmod",
178
+ "160": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|obj",
179
+ "161": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|obl",
180
+ "162": "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|root",
181
+ "163": "DET|Definite=Def|Number=Plur|PronType=Art|acl:relcl",
182
+ "164": "DET|Definite=Def|Number=Plur|PronType=Art|advcl",
183
+ "165": "DET|Definite=Def|Number=Plur|PronType=Art|appos",
184
+ "166": "DET|Definite=Def|Number=Plur|PronType=Art|ccomp",
185
+ "167": "DET|Definite=Def|Number=Plur|PronType=Art|conj",
186
+ "168": "DET|Definite=Def|Number=Plur|PronType=Art|det",
187
+ "169": "DET|Definite=Def|Number=Plur|PronType=Art|discourse",
188
+ "170": "DET|Definite=Def|Number=Plur|PronType=Art|dislocated",
189
+ "171": "DET|Definite=Def|Number=Plur|PronType=Art|nmod",
190
+ "172": "DET|Definite=Def|Number=Plur|PronType=Art|nsubj",
191
+ "173": "DET|Definite=Def|Number=Plur|PronType=Art|obj",
192
+ "174": "DET|Definite=Def|Number=Plur|PronType=Art|obl",
193
+ "175": "DET|Definite=Def|Number=Plur|PronType=Art|root",
194
+ "176": "DET|Definite=Def|Number=Plur|PronType=Art|vocative",
195
+ "177": "DET|Definite=Def|Number=Plur|PronType=Art|xcomp",
196
+ "178": "DET|Definite=Def|Number=Plur|PronType=Dem|acl:relcl",
197
+ "179": "DET|Definite=Def|Number=Plur|PronType=Dem|appos",
198
+ "180": "DET|Definite=Def|Number=Plur|PronType=Dem|ccomp",
199
+ "181": "DET|Definite=Def|Number=Plur|PronType=Dem|det",
200
+ "182": "DET|Definite=Def|Number=Plur|PronType=Dem|dislocated",
201
+ "183": "DET|Definite=Def|Number=Plur|PronType=Dem|nmod",
202
+ "184": "DET|Definite=Def|Number=Plur|PronType=Dem|nsubj",
203
+ "185": "DET|Definite=Def|Number=Plur|PronType=Dem|obj",
204
+ "186": "DET|Definite=Def|Number=Plur|PronType=Dem|obl",
205
+ "187": "DET|Definite=Def|Number=Plur|PronType=Dem|parataxis",
206
+ "188": "DET|Definite=Def|Number=Plur|PronType=Dem|root",
207
+ "189": "DET|Definite=Ind|Number=Sing|PronType=Art|det",
208
+ "190": "DET|Definite=Ind|Number=Sing|PronType=Art|obj",
209
+ "191": "DET|Definite=Ind|Number=Sing|PronType=Art|obl",
210
+ "192": "DET|PronType=Art|advmod",
211
+ "193": "DET|PronType=Art|det",
212
+ "194": "DET|PronType=Art|nsubj",
213
+ "195": "DET|PronType=Art|obj",
214
+ "196": "DET|_|compound",
215
+ "197": "DET|_|conj",
216
+ "198": "DET|_|det",
217
+ "199": "DET|_|nmod",
218
+ "200": "DET|_|obl",
219
+ "201": "DET|_|reparandum",
220
+ "202": "NOUN|Foreign=Yes|acl:relcl",
221
+ "203": "NOUN|Foreign=Yes|advcl",
222
+ "204": "NOUN|Foreign=Yes|appos",
223
+ "205": "NOUN|Foreign=Yes|ccomp",
224
+ "206": "NOUN|Foreign=Yes|conj",
225
+ "207": "NOUN|Foreign=Yes|dislocated",
226
+ "208": "NOUN|Foreign=Yes|fixed",
227
+ "209": "NOUN|Foreign=Yes|nmod",
228
+ "210": "NOUN|Foreign=Yes|nsubj",
229
+ "211": "NOUN|Foreign=Yes|obj",
230
+ "212": "NOUN|Foreign=Yes|obl",
231
+ "213": "NOUN|Foreign=Yes|obl:npmod",
232
+ "214": "NOUN|Foreign=Yes|orphan",
233
+ "215": "NOUN|Foreign=Yes|parataxis",
234
+ "216": "NOUN|Foreign=Yes|reparandum",
235
+ "217": "NOUN|Foreign=Yes|root",
236
+ "218": "NOUN|Foreign=Yes|vocative",
237
+ "219": "NOUN|Foreign=Yes|xcomp",
238
+ "220": "NOUN|PronType=Rcp|acl:relcl",
239
+ "221": "NOUN|PronType=Rcp|advcl",
240
+ "222": "NOUN|PronType=Rcp|nmod",
241
+ "223": "NOUN|PronType=Rcp|obj",
242
+ "224": "NOUN|PronType=Rcp|obl",
243
+ "225": "NOUN|_|acl:relcl",
244
+ "226": "NOUN|_|advcl",
245
+ "227": "NOUN|_|appos",
246
+ "228": "NOUN|_|case",
247
+ "229": "NOUN|_|ccomp",
248
+ "230": "NOUN|_|compound",
249
+ "231": "NOUN|_|conj",
250
+ "232": "NOUN|_|csubj",
251
+ "233": "NOUN|_|dep",
252
+ "234": "NOUN|_|discourse",
253
+ "235": "NOUN|_|dislocated",
254
+ "236": "NOUN|_|fixed",
255
+ "237": "NOUN|_|iobj",
256
+ "238": "NOUN|_|nmod",
257
+ "239": "NOUN|_|nsubj",
258
+ "240": "NOUN|_|obj",
259
+ "241": "NOUN|_|obl",
260
+ "242": "NOUN|_|obl:npmod",
261
+ "243": "NOUN|_|orphan",
262
+ "244": "NOUN|_|parataxis",
263
+ "245": "NOUN|_|reparandum",
264
+ "246": "NOUN|_|root",
265
+ "247": "NOUN|_|vocative",
266
+ "248": "NOUN|_|xcomp",
267
+ "249": "NUM|Foreign=Yes|NumType=Card|nsubj",
268
+ "250": "NUM|Foreign=Yes|NumType=Card|reparandum",
269
+ "251": "NUM|NumType=Card|acl:relcl",
270
+ "252": "NUM|NumType=Card|ccomp",
271
+ "253": "NUM|NumType=Card|compound",
272
+ "254": "NUM|NumType=Card|conj",
273
+ "255": "NUM|NumType=Card|dislocated",
274
+ "256": "NUM|NumType=Card|nmod",
275
+ "257": "NUM|NumType=Card|nsubj",
276
+ "258": "NUM|NumType=Card|nummod",
277
+ "259": "NUM|NumType=Card|obj",
278
+ "260": "NUM|NumType=Card|obl",
279
+ "261": "NUM|NumType=Card|obl:npmod",
280
+ "262": "NUM|NumType=Card|orphan",
281
+ "263": "NUM|NumType=Card|parataxis",
282
+ "264": "NUM|NumType=Card|root",
283
+ "265": "NUM|NumType=Card|xcomp",
284
+ "266": "PART|Foreign=Yes|Polarity=Neg|cc",
285
+ "267": "PART|Foreign=Yes|advcl",
286
+ "268": "PART|Foreign=Yes|advmod",
287
+ "269": "PART|Foreign=Yes|ccomp",
288
+ "270": "PART|Foreign=Yes|discourse",
289
+ "271": "PART|Foreign=Yes|fixed",
290
+ "272": "PART|Foreign=Yes|mark",
291
+ "273": "PART|Foreign=Yes|orphan",
292
+ "274": "PART|Polarity=Neg|advcl",
293
+ "275": "PART|Polarity=Neg|ccomp",
294
+ "276": "PART|Polarity=Neg|conj",
295
+ "277": "PART|Polarity=Neg|discourse",
296
+ "278": "PART|_|advcl",
297
+ "279": "PART|_|advmod",
298
+ "280": "PART|_|case",
299
+ "281": "PART|_|ccomp",
300
+ "282": "PART|_|discourse",
301
+ "283": "PART|_|fixed",
302
+ "284": "PART|_|mark",
303
+ "285": "PART|_|parataxis",
304
+ "286": "PART|_|root",
305
+ "287": "PRON|Definite=Def|Foreign=Yes|Number=Plur|Person=3|PronType=Prs|nmod",
306
+ "288": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|Polarity=Neg|PronType=Prs|nsubj",
307
+ "289": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|Poss=Yes|PronType=Prs|Reflex=Yes|obl:npmod",
308
+ "290": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|acl:relcl",
309
+ "291": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|dislocated",
310
+ "292": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|iobj",
311
+ "293": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|nsubj",
312
+ "294": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|obj",
313
+ "295": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|obl",
314
+ "296": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|obl:npmod",
315
+ "297": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=2|PronType=Prs|vocative",
316
+ "298": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|acl:relcl",
317
+ "299": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|advcl",
318
+ "300": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|conj",
319
+ "301": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|dislocated",
320
+ "302": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|iobj",
321
+ "303": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|nmod",
322
+ "304": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|nsubj",
323
+ "305": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|obj",
324
+ "306": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|obl",
325
+ "307": "PRON|Definite=Def|Gender=Fem|Number=Sing|Person=3|PronType=Prs|obl:npmod",
326
+ "308": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|acl:relcl",
327
+ "309": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|advcl",
328
+ "310": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|ccomp",
329
+ "311": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|dislocated",
330
+ "312": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|iobj",
331
+ "313": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|nmod",
332
+ "314": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|nsubj",
333
+ "315": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|obj",
334
+ "316": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|obl",
335
+ "317": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|obl:npmod",
336
+ "318": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|orphan",
337
+ "319": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|parataxis",
338
+ "320": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|root",
339
+ "321": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=2|PronType=Prs|vocative",
340
+ "322": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|acl:relcl",
341
+ "323": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|advcl",
342
+ "324": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|ccomp",
343
+ "325": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|compound",
344
+ "326": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|dislocated",
345
+ "327": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|iobj",
346
+ "328": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|nmod",
347
+ "329": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|nsubj",
348
+ "330": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|obj",
349
+ "331": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|obl",
350
+ "332": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|obl:npmod",
351
+ "333": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|parataxis",
352
+ "334": "PRON|Definite=Def|Gender=Masc|Number=Sing|Person=3|PronType=Prs|root",
353
+ "335": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|acl:relcl",
354
+ "336": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|conj",
355
+ "337": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|dislocated",
356
+ "338": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|iobj",
357
+ "339": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|nmod",
358
+ "340": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|nsubj",
359
+ "341": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|obj",
360
+ "342": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|obl",
361
+ "343": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|obl:npmod",
362
+ "344": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|reparandum",
363
+ "345": "PRON|Definite=Def|Number=Plur|Person=1|PronType=Prs|root",
364
+ "346": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|acl:relcl",
365
+ "347": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|advcl",
366
+ "348": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|ccomp",
367
+ "349": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|conj",
368
+ "350": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|dislocated",
369
+ "351": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|iobj",
370
+ "352": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|nmod",
371
+ "353": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|nsubj",
372
+ "354": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|obj",
373
+ "355": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|obl",
374
+ "356": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|obl:npmod",
375
+ "357": "PRON|Definite=Def|Number=Plur|Person=2|PronType=Prs|vocative",
376
+ "358": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|acl:relcl",
377
+ "359": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|advcl",
378
+ "360": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|compound",
379
+ "361": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|conj",
380
+ "362": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|dislocated",
381
+ "363": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|iobj",
382
+ "364": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|nmod",
383
+ "365": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|nsubj",
384
+ "366": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|obj",
385
+ "367": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|obl",
386
+ "368": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|obl:npmod",
387
+ "369": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|orphan",
388
+ "370": "PRON|Definite=Def|Number=Plur|Person=3|PronType=Prs|root",
389
+ "371": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|acl:relcl",
390
+ "372": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|ccomp",
391
+ "373": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|conj",
392
+ "374": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|dislocated",
393
+ "375": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|iobj",
394
+ "376": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|nmod",
395
+ "377": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|nsubj",
396
+ "378": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|obj",
397
+ "379": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|obl",
398
+ "380": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|obl:npmod",
399
+ "381": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|parataxis",
400
+ "382": "PRON|Definite=Def|Number=Sing|Person=1|PronType=Prs|root",
401
+ "383": "PRON|Definite=Def|Poss=Yes|PronType=Prs|det",
402
+ "384": "PRON|Gender=Fem|Number=Sing|cop",
403
+ "385": "PRON|Gender=Masc|Number=Sing|cop",
404
+ "386": "PRON|Number=Plur|cop",
405
+ "387": "PRON|Number=Plur|reparandum",
406
+ "388": "PRON|PronType=Ind|det",
407
+ "389": "PRON|PronType=Int|advcl",
408
+ "390": "PRON|PronType=Int|ccomp",
409
+ "391": "PRON|PronType=Int|conj",
410
+ "392": "PRON|PronType=Int|nmod",
411
+ "393": "PRON|PronType=Int|nsubj",
412
+ "394": "PRON|PronType=Int|obj",
413
+ "395": "PRON|PronType=Int|obl",
414
+ "396": "PRON|PronType=Int|obl:npmod",
415
+ "397": "PRON|PronType=Int|parataxis",
416
+ "398": "PRON|PronType=Int|root",
417
+ "399": "PRON|VerbForm=Fin|acl:relcl",
418
+ "400": "PRON|VerbForm=Fin|xcomp",
419
+ "401": "PRON|_|det",
420
+ "402": "PRON|_|nsubj",
421
+ "403": "PRON|_|obj",
422
+ "404": "PRON|_|obl",
423
+ "405": "PRON|_|root",
424
+ "406": "PROPN|Foreign=Yes|acl:relcl",
425
+ "407": "PROPN|Foreign=Yes|advcl",
426
+ "408": "PROPN|Foreign=Yes|appos",
427
+ "409": "PROPN|Foreign=Yes|ccomp",
428
+ "410": "PROPN|Foreign=Yes|conj",
429
+ "411": "PROPN|Foreign=Yes|dislocated",
430
+ "412": "PROPN|Foreign=Yes|flat",
431
+ "413": "PROPN|Foreign=Yes|nmod",
432
+ "414": "PROPN|Foreign=Yes|nsubj",
433
+ "415": "PROPN|Foreign=Yes|obj",
434
+ "416": "PROPN|Foreign=Yes|obl",
435
+ "417": "PROPN|Foreign=Yes|orphan",
436
+ "418": "PROPN|Foreign=Yes|parataxis",
437
+ "419": "PROPN|Foreign=Yes|root",
438
+ "420": "PROPN|Foreign=Yes|vocative",
439
+ "421": "PROPN|Foreign=Yes|xcomp",
440
+ "422": "PROPN|_|appos",
441
+ "423": "PROPN|_|ccomp",
442
+ "424": "PROPN|_|compound",
443
+ "425": "PROPN|_|dislocated",
444
+ "426": "PROPN|_|flat",
445
+ "427": "PROPN|_|nmod",
446
+ "428": "PROPN|_|nsubj",
447
+ "429": "PROPN|_|obl",
448
+ "430": "PROPN|_|root",
449
+ "431": "PROPN|_|vocative",
450
+ "432": "PUNCT|_|punct",
451
+ "433": "SCONJ|Foreign=Yes|Polarity=Neg|mark",
452
+ "434": "SCONJ|Foreign=Yes|mark",
453
+ "435": "SCONJ|_|case",
454
+ "436": "SCONJ|_|mark",
455
+ "437": "SCONJ|_|reparandum",
456
+ "438": "VERB|Foreign=Yes|VerbForm=Fin|acl:relcl",
457
+ "439": "VERB|Foreign=Yes|VerbForm=Fin|advcl",
458
+ "440": "VERB|Foreign=Yes|VerbForm=Fin|ccomp",
459
+ "441": "VERB|Foreign=Yes|VerbForm=Fin|conj",
460
+ "442": "VERB|Foreign=Yes|VerbForm=Fin|csubj",
461
+ "443": "VERB|Foreign=Yes|VerbForm=Fin|nmod",
462
+ "444": "VERB|Foreign=Yes|VerbForm=Fin|obl",
463
+ "445": "VERB|Foreign=Yes|VerbForm=Fin|parataxis",
464
+ "446": "VERB|Foreign=Yes|VerbForm=Fin|root",
465
+ "447": "VERB|Foreign=Yes|VerbForm=Fin|xcomp",
466
+ "448": "VERB|Foreign=Yes|VerbForm=Inf|conj",
467
+ "449": "VERB|Foreign=Yes|VerbForm=Inf|csubj",
468
+ "450": "VERB|Foreign=Yes|VerbForm=Inf|obl",
469
+ "451": "VERB|Foreign=Yes|VerbForm=Inf|xcomp",
470
+ "452": "VERB|Foreign=Yes|advcl",
471
+ "453": "VERB|Foreign=Yes|ccomp",
472
+ "454": "VERB|Polarity=Neg|acl:relcl",
473
+ "455": "VERB|Polarity=Neg|advcl",
474
+ "456": "VERB|Polarity=Neg|ccomp",
475
+ "457": "VERB|Polarity=Neg|conj",
476
+ "458": "VERB|Polarity=Neg|csubj",
477
+ "459": "VERB|Polarity=Neg|orphan",
478
+ "460": "VERB|Polarity=Neg|parataxis",
479
+ "461": "VERB|Polarity=Neg|root",
480
+ "462": "VERB|VerbForm=Fin|acl",
481
+ "463": "VERB|VerbForm=Fin|acl:relcl",
482
+ "464": "VERB|VerbForm=Fin|advcl",
483
+ "465": "VERB|VerbForm=Fin|ccomp",
484
+ "466": "VERB|VerbForm=Fin|compound",
485
+ "467": "VERB|VerbForm=Fin|conj",
486
+ "468": "VERB|VerbForm=Fin|csubj",
487
+ "469": "VERB|VerbForm=Fin|dep",
488
+ "470": "VERB|VerbForm=Fin|discourse",
489
+ "471": "VERB|VerbForm=Fin|dislocated",
490
+ "472": "VERB|VerbForm=Fin|nmod",
491
+ "473": "VERB|VerbForm=Fin|nsubj",
492
+ "474": "VERB|VerbForm=Fin|obj",
493
+ "475": "VERB|VerbForm=Fin|obl",
494
+ "476": "VERB|VerbForm=Fin|orphan",
495
+ "477": "VERB|VerbForm=Fin|parataxis",
496
+ "478": "VERB|VerbForm=Fin|root",
497
+ "479": "VERB|VerbForm=Fin|xcomp",
498
+ "480": "VERB|VerbForm=Inf|acl",
499
+ "481": "VERB|VerbForm=Inf|advcl",
500
+ "482": "VERB|VerbForm=Inf|ccomp",
501
+ "483": "VERB|VerbForm=Inf|conj",
502
+ "484": "VERB|VerbForm=Inf|csubj",
503
+ "485": "VERB|VerbForm=Inf|dislocated",
504
+ "486": "VERB|VerbForm=Inf|obl",
505
+ "487": "VERB|VerbForm=Inf|root",
506
+ "488": "VERB|VerbForm=Inf|xcomp",
507
+ "489": "VERB|_|acl",
508
+ "490": "VERB|_|acl:relcl",
509
+ "491": "VERB|_|advcl",
510
+ "492": "VERB|_|ccomp",
511
+ "493": "VERB|_|conj",
512
+ "494": "VERB|_|csubj",
513
+ "495": "VERB|_|dislocated",
514
+ "496": "VERB|_|nmod",
515
+ "497": "VERB|_|obl",
516
+ "498": "VERB|_|parataxis",
517
+ "499": "VERB|_|root",
518
+ "500": "VERB|_|xcomp",
519
+ "501": "X|Foreign=Yes|Polarity=Neg|advmod",
520
+ "502": "X|Foreign=Yes|appos",
521
+ "503": "X|Foreign=Yes|ccomp",
522
+ "504": "X|Foreign=Yes|dep",
523
+ "505": "X|Foreign=Yes|fixed",
524
+ "506": "X|Foreign=Yes|obl",
525
+ "507": "X|Foreign=Yes|root",
526
+ "508": "X|Polarity=Neg|advmod",
527
+ "509": "X|Polarity=Neg|amod",
528
+ "510": "X|_|advcl",
529
+ "511": "X|_|conj",
530
+ "512": "X|_|dep",
531
+ "513": "X|_|goeswith",
532
+ "514": "X|_|nmod",
533
+ "515": "X|_|obl",
534
+ "516": "X|_|parataxis",
535
+ "517": "X|_|reparandum",
536
+ "518": "X|_|root"
537
+ },
538
+ "initializer_range": 0.02,
539
+ "intermediate_size": 3072,
540
+ "label2id": {
541
+ "-|_|dep": 0,
542
+ "ADJ|Foreign=Yes|amod": 1,
543
+ "ADJ|_|amod": 2,
544
+ "ADP|Foreign=Yes|case": 3,
545
+ "ADP|_|advmod": 4,
546
+ "ADP|_|appos": 5,
547
+ "ADP|_|case": 6,
548
+ "ADP|_|cc": 7,
549
+ "ADP|_|fixed": 8,
550
+ "ADP|_|nmod": 9,
551
+ "ADP|_|nsubj": 10,
552
+ "ADP|_|obj": 11,
553
+ "ADP|_|obl": 12,
554
+ "ADP|_|reparandum": 13,
555
+ "ADV|Definite=Def|PronType=Prs|Reflex=Yes|advmod": 14,
556
+ "ADV|Foreign=Yes|Polarity=Neg|advmod": 15,
557
+ "ADV|Foreign=Yes|advmod": 16,
558
+ "ADV|Foreign=Yes|mark": 17,
559
+ "ADV|Polarity=Neg|advcl": 18,
560
+ "ADV|Polarity=Neg|advmod": 19,
561
+ "ADV|PronType=Int|advmod": 20,
562
+ "ADV|PronType=Int|ccomp": 21,
563
+ "ADV|PronType=Int|conj": 22,
564
+ "ADV|PronType=Int|nmod": 23,
565
+ "ADV|PronType=Int|parataxis": 24,
566
+ "ADV|PronType=Int|root": 25,
567
+ "ADV|PronType=Tot|advmod": 26,
568
+ "ADV|_|acl:relcl": 27,
569
+ "ADV|_|advcl": 28,
570
+ "ADV|_|advmod": 29,
571
+ "ADV|_|case": 30,
572
+ "ADV|_|conj": 31,
573
+ "ADV|_|fixed": 32,
574
+ "ADV|_|mark": 33,
575
+ "ADV|_|nmod": 34,
576
+ "ADV|_|obl": 35,
577
+ "ADV|_|obl:npmod": 36,
578
+ "ADV|_|root": 37,
579
+ "ADV|_|xcomp": 38,
580
+ "AUX|Foreign=Yes|aux": 39,
581
+ "AUX|Polarity=Neg|aux": 40,
582
+ "AUX|VerbForm=Fin|aux": 41,
583
+ "AUX|_|aux": 42,
584
+ "AUX|_|orphan": 43,
585
+ "AUX|_|reparandum": 44,
586
+ "CCONJ|Foreign=Yes|Polarity=Neg|advmod": 45,
587
+ "CCONJ|Foreign=Yes|Polarity=Neg|cc": 46,
588
+ "CCONJ|Foreign=Yes|advmod": 47,
589
+ "CCONJ|Foreign=Yes|cc": 48,
590
+ "CCONJ|Foreign=Yes|discourse": 49,
591
+ "CCONJ|Foreign=Yes|fixed": 50,
592
+ "CCONJ|_|advmod": 51,
593
+ "CCONJ|_|case": 52,
594
+ "CCONJ|_|cc": 53,
595
+ "CCONJ|_|ccomp": 54,
596
+ "CCONJ|_|discourse": 55,
597
+ "CCONJ|_|fixed": 56,
598
+ "CCONJ|_|reparandum": 57,
599
+ "DET|Definite=Def|Foreign=Yes|Number=Plur|PronType=Dem|root": 58,
600
+ "DET|Definite=Def|Gender=Fem|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 59,
601
+ "DET|Definite=Def|Gender=Fem|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 60,
602
+ "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 61,
603
+ "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 62,
604
+ "DET|Definite=Def|Gender=Fem|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|obl": 63,
605
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det": 64,
606
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det": 65,
607
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det": 66,
608
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det": 67,
609
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|acl:relcl": 68,
610
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|ccomp": 69,
611
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|conj": 70,
612
+ "DET|Definite=Def|Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs|nmod": 71,
613
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|appos": 72,
614
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|ccomp": 73,
615
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|conj": 74,
616
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|det": 75,
617
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|dislocated": 76,
618
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|obj": 77,
619
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Art|obl": 78,
620
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|acl:relcl": 79,
621
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|appos": 80,
622
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|ccomp": 81,
623
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|det": 82,
624
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|dislocated": 83,
625
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|nsubj": 84,
626
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|obl": 85,
627
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|parataxis": 86,
628
+ "DET|Definite=Def|Gender=Fem|Number=Sing|PronType=Dem|root": 87,
629
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 88,
630
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 89,
631
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|acl:relcl": 90,
632
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|appos": 91,
633
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 92,
634
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|obj": 93,
635
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|acl:relcl": 94,
636
+ "DET|Definite=Def|Gender=Masc|Gender[psor]=Masc|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 95,
637
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det": 96,
638
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|conj": 97,
639
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det": 98,
640
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|obl": 99,
641
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|parataxis": 100,
642
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|root": 101,
643
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det": 102,
644
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|acl:relcl": 103,
645
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|ccomp": 104,
646
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det": 105,
647
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|acl:relcl": 106,
648
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|appos": 107,
649
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|ccomp": 108,
650
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|conj": 109,
651
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|nmod": 110,
652
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|nsubj": 111,
653
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|obj": 112,
654
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|parataxis": 113,
655
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|root": 114,
656
+ "DET|Definite=Def|Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs|vocative": 115,
657
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|acl:relcl": 116,
658
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|advcl": 117,
659
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|appos": 118,
660
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|ccomp": 119,
661
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|conj": 120,
662
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|det": 121,
663
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|dislocated": 122,
664
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|fixed": 123,
665
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|nmod": 124,
666
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|nsubj": 125,
667
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|obj": 126,
668
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|obl": 127,
669
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|parataxis": 128,
670
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|root": 129,
671
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Art|vocative": 130,
672
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|acl:relcl": 131,
673
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|advcl": 132,
674
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|appos": 133,
675
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|ccomp": 134,
676
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|conj": 135,
677
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|det": 136,
678
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|dislocated": 137,
679
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|iobj": 138,
680
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|nmod": 139,
681
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|nsubj": 140,
682
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|obj": 141,
683
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|obl": 142,
684
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|parataxis": 143,
685
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|root": 144,
686
+ "DET|Definite=Def|Gender=Masc|Number=Sing|PronType=Dem|xcomp": 145,
687
+ "DET|Definite=Def|Gender[psor]=Fem|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 146,
688
+ "DET|Definite=Def|Gender[psor]=Fem|Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 147,
689
+ "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|acl:relcl": 148,
690
+ "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs|det": 149,
691
+ "DET|Definite=Def|Gender[psor]=Masc|Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|det": 150,
692
+ "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|det": 151,
693
+ "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs|det": 152,
694
+ "DET|Definite=Def|Number=Plur|Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs|det": 153,
695
+ "DET|Definite=Def|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|conj": 154,
696
+ "DET|Definite=Def|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs|det": 155,
697
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|advcl": 156,
698
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|ccomp": 157,
699
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|conj": 158,
700
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|nmod": 159,
701
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|obj": 160,
702
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|obl": 161,
703
+ "DET|Definite=Def|Number=Plur|Poss=Yes|PronType=Prs|root": 162,
704
+ "DET|Definite=Def|Number=Plur|PronType=Art|acl:relcl": 163,
705
+ "DET|Definite=Def|Number=Plur|PronType=Art|advcl": 164,
706
+ "DET|Definite=Def|Number=Plur|PronType=Art|appos": 165,
707
+ "DET|Definite=Def|Number=Plur|PronType=Art|ccomp": 166,
708
+ "DET|Definite=Def|Number=Plur|PronType=Art|conj": 167,
709
+ "DET|Definite=Def|Number=Plur|PronType=Art|det": 168,
710
+ "DET|Definite=Def|Number=Plur|PronType=Art|discourse": 169,
711
+ "DET|Definite=Def|Number=Plur|PronType=Art|dislocated": 170,
712
+ "DET|Definite=Def|Number=Plur|PronType=Art|nmod": 171,
713
+ "DET|Definite=Def|Number=Plur|PronType=Art|nsubj": 172,
714
+ "DET|Definite=Def|Number=Plur|PronType=Art|obj": 173,
715
+ "DET|Definite=Def|Number=Plur|PronType=Art|obl": 174,
716
+ "DET|Definite=Def|Number=Plur|PronType=Art|root": 175,
717
+ "DET|Definite=Def|Number=Plur|PronType=Art|vocative": 176,
718
+ "DET|Definite=Def|Number=Plur|PronType=Art|xcomp": 177,
719
+ "DET|Definite=Def|Number=Plur|PronType=Dem|acl:relcl": 178,
720
+ "DET|Definite=Def|Number=Plur|PronType=Dem|appos": 179,
721
+ "DET|Definite=Def|Number=Plur|PronType=Dem|ccomp": 180,
722
+ "DET|Definite=Def|Number=Plur|PronType=Dem|det": 181,
723
+ "DET|Definite=Def|Number=Plur|PronType=Dem|dislocated": 182,
724
+ "DET|Definite=Def|Number=Plur|PronType=Dem|nmod": 183,
725
+ "DET|Definite=Def|Number=Plur|PronType=Dem|nsubj": 184,
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+ "X|Foreign=Yes|ccomp": 503,
1045
+ "X|Foreign=Yes|dep": 504,
1046
+ "X|Foreign=Yes|fixed": 505,
1047
+ "X|Foreign=Yes|obl": 506,
1048
+ "X|Foreign=Yes|root": 507,
1049
+ "X|Polarity=Neg|advmod": 508,
1050
+ "X|Polarity=Neg|amod": 509,
1051
+ "X|_|advcl": 510,
1052
+ "X|_|conj": 511,
1053
+ "X|_|dep": 512,
1054
+ "X|_|goeswith": 513,
1055
+ "X|_|nmod": 514,
1056
+ "X|_|obl": 515,
1057
+ "X|_|parataxis": 516,
1058
+ "X|_|reparandum": 517,
1059
+ "X|_|root": 518
1060
+ },
1061
+ "layer_norm_eps": 1e-12,
1062
+ "max_position_embeddings": 512,
1063
+ "model_type": "roberta",
1064
+ "num_attention_heads": 12,
1065
+ "num_hidden_layers": 12,
1066
+ "pad_token_id": 1,
1067
+ "position_embedding_type": "absolute",
1068
+ "tokenizer_class": "RemBertTokenizerFast",
1069
+ "torch_dtype": "float32",
1070
+ "transformers_version": "4.22.1",
1071
+ "type_vocab_size": 2,
1072
+ "use_cache": true,
1073
+ "vocab_size": 3005
1074
+ }
maker.py ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #! /usr/bin/python3
2
+ src="KoichiYasuoka/roberta-base-coptic"
3
+ tgt="KoichiYasuoka/roberta-base-coptic-ud-goeswith"
4
+ url="https://github.com/UniversalDependencies/UD_Coptic-Scriptorium"
5
+ import os
6
+ d=os.path.basename(url)
7
+ os.system("test -d "+d+" || git clone --depth=1 "+url)
8
+ os.system("for F in train dev test ; do cp "+d+"/*-$F.conllu $F.conllu ; done")
9
+ class UDgoeswithDataset(object):
10
+ def __init__(self,conllu,tokenizer):
11
+ self.ids,self.tags,label=[],[],set()
12
+ with open(conllu,"r",encoding="utf-8") as r:
13
+ cls,sep,msk=tokenizer.cls_token_id,tokenizer.sep_token_id,tokenizer.mask_token_id
14
+ dep,c="-|_|dep",[]
15
+ for s in r:
16
+ t=s.split("\t")
17
+ if len(t)==10:
18
+ if t[0].isdecimal():
19
+ c.append(t)
20
+ elif c!=[]:
21
+ v=tokenizer([t[1] for t in c],add_special_tokens=False)["input_ids"]
22
+ for i in range(len(v)-1,-1,-1):
23
+ for j in range(1,len(v[i])):
24
+ c.insert(i+1,[c[i][0],"_","_","X","_","_",c[i][0],"goeswith","_","_"])
25
+ y=["0"]+[t[0] for t in c]
26
+ h=[i if t[6]=="0" else y.index(t[6]) for i,t in enumerate(c,1)]
27
+ p,v=[t[3]+"|"+t[5]+"|"+t[7] for t in c],sum(v,[])
28
+ self.ids.append([cls]+v+[sep])
29
+ self.tags.append([dep]+p+[dep])
30
+ label=set(sum([self.tags[-1],list(label)],[]))
31
+ for i,k in enumerate(v):
32
+ self.ids.append([cls]+v[0:i]+[msk]+v[i+1:]+[sep,k])
33
+ self.tags.append([dep]+[t if h[j]==i+1 else dep for j,t in enumerate(p)]+[dep,dep])
34
+ c=[]
35
+ self.label2id={l:i for i,l in enumerate(sorted(label))}
36
+ def __call__(*args):
37
+ label=set(sum([list(t.label2id) for t in args],[]))
38
+ lid={l:i for i,l in enumerate(sorted(label))}
39
+ for t in args:
40
+ t.label2id=lid
41
+ return lid
42
+ __len__=lambda self:len(self.ids)
43
+ __getitem__=lambda self,i:{"input_ids":self.ids[i],"labels":[self.label2id[t] for t in self.tags[i]]}
44
+ from transformers import AutoTokenizer,AutoConfig,AutoModelForTokenClassification,DataCollatorForTokenClassification,TrainingArguments,Trainer
45
+ tkz=AutoTokenizer.from_pretrained(src)
46
+ trainDS=UDgoeswithDataset("train.conllu",tkz)
47
+ devDS=UDgoeswithDataset("dev.conllu",tkz)
48
+ testDS=UDgoeswithDataset("test.conllu",tkz)
49
+ lid=trainDS(devDS,testDS)
50
+ cfg=AutoConfig.from_pretrained(src,num_labels=len(lid),label2id=lid,id2label={i:l for l,i in lid.items()})
51
+ arg=TrainingArguments(num_train_epochs=3,per_device_train_batch_size=32,output_dir="/tmp",overwrite_output_dir=True,save_total_limit=2,evaluation_strategy="epoch",learning_rate=5e-05,warmup_ratio=0.1)
52
+ trn=Trainer(args=arg,data_collator=DataCollatorForTokenClassification(tkz),model=AutoModelForTokenClassification.from_pretrained(src,config=cfg),train_dataset=trainDS,eval_dataset=devDS)
53
+ trn.train()
54
+ trn.save_model(tgt)
55
+ tkz.save_pretrained(tgt)
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4a2d77f44faa7c3328fc643829a9180a0697c416c8eb7feea19aadbc66c5bb0f
3
+ size 352701809
sentencepiece.model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
3
+ size 1
special_tokens_map.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": "[CLS]",
3
+ "cls_token": "[CLS]",
4
+ "eos_token": "[SEP]",
5
+ "mask_token": {
6
+ "content": "[MASK]",
7
+ "lstrip": true,
8
+ "normalized": true,
9
+ "rstrip": false,
10
+ "single_word": false
11
+ },
12
+ "pad_token": "[PAD]",
13
+ "sep_token": "[SEP]",
14
+ "unk_token": "[UNK]"
15
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": "[CLS]",
3
+ "cls_token": "[CLS]",
4
+ "do_lower_case": false,
5
+ "eos_token": "[SEP]",
6
+ "keep_accents": false,
7
+ "mask_token": {
8
+ "__type": "AddedToken",
9
+ "content": "[MASK]",
10
+ "lstrip": true,
11
+ "normalized": true,
12
+ "rstrip": false,
13
+ "single_word": false
14
+ },
15
+ "model_max_length": 512,
16
+ "pad_token": "[PAD]",
17
+ "remove_space": true,
18
+ "sep_token": "[SEP]",
19
+ "tokenizer_class": "RemBertTokenizerFast",
20
+ "unk_token": "[UNK]"
21
+ }
ud.py ADDED
@@ -0,0 +1,63 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from transformers import TokenClassificationPipeline
2
+
3
+ class UniversalDependenciesPipeline(TokenClassificationPipeline):
4
+ def _forward(self,model_input):
5
+ import torch
6
+ v=model_input["input_ids"][0].tolist()
7
+ with torch.no_grad():
8
+ e=self.model(input_ids=torch.tensor([v[0:i]+[self.tokenizer.mask_token_id]+v[i+1:]+[j] for i,j in enumerate(v[1:-1],1)]))
9
+ return {"logits":e.logits[:,1:-2,:],**model_input}
10
+ def postprocess(self,model_output,**kwargs):
11
+ import numpy
12
+ e=model_output["logits"].numpy()
13
+ r=[1 if i==0 else -1 if j.endswith("|root") else 0 for i,j in sorted(self.model.config.id2label.items())]
14
+ e+=numpy.where(numpy.add.outer(numpy.identity(e.shape[0]),r)==0,0,numpy.nan)
15
+ g=self.model.config.label2id["X|_|goeswith"]
16
+ r=numpy.tri(e.shape[0])
17
+ for i in range(e.shape[0]):
18
+ for j in range(i+2,e.shape[1]):
19
+ r[i,j]=r[i,j-1] if numpy.nanargmax(e[i,j-1])==g else 1
20
+ e[:,:,g]+=numpy.where(r==0,0,numpy.nan)
21
+ m,p=numpy.nanmax(e,axis=2),numpy.nanargmax(e,axis=2)
22
+ h=self.chu_liu_edmonds(m)
23
+ z=[i for i,j in enumerate(h) if i==j]
24
+ if len(z)>1:
25
+ k=z[numpy.nanargmax(m[z,z])]
26
+ m[:,z]+=[[0 if j in z and (i!=j or i==k) else numpy.nan for i in z] for j in range(m.shape[0])]
27
+ h=self.chu_liu_edmonds(m)
28
+ v=[(s,e) for s,e in model_output["offset_mapping"][0].tolist() if s<e]
29
+ q=[self.model.config.id2label[p[j,i]].split("|") for i,j in enumerate(h)]
30
+ if "aggregation_strategy" in kwargs and kwargs["aggregation_strategy"]!="none":
31
+ for i,j in reversed(list(enumerate(q[1:],1))):
32
+ if j[-1]=="goeswith" and set([t[-1] for t in q[h[i]+1:i+1]])=={"goeswith"}:
33
+ h=[b if i>b else b-1 for a,b in enumerate(h) if i!=a]
34
+ v[i-1]=(v[i-1][0],v.pop(i)[1])
35
+ q.pop(i)
36
+ t=model_output["sentence"].replace("\n"," ")
37
+ u="# text = "+t+"\n"
38
+ for i,(s,e) in enumerate(v):
39
+ u+="\t".join([str(i+1),t[s:e],"_",q[i][0],"_","|".join(q[i][1:-1]),str(0 if h[i]==i else h[i]+1),q[i][-1],"_","_" if i+1<len(v) and e<v[i+1][0] else "SpaceAfter=No"])+"\n"
40
+ return u+"\n"
41
+ def chu_liu_edmonds(self,matrix):
42
+ import numpy
43
+ h=numpy.nanargmax(matrix,axis=0)
44
+ x=[-1 if i==j else j for i,j in enumerate(h)]
45
+ for b in [lambda x,i,j:-1 if i not in x else x[i],lambda x,i,j:-1 if j<0 else x[j]]:
46
+ y=[]
47
+ while x!=y:
48
+ y=list(x)
49
+ for i,j in enumerate(x):
50
+ x[i]=b(x,i,j)
51
+ if max(x)<0:
52
+ return h
53
+ y=[i for i,j in enumerate(x) if j==max(x)]
54
+ m=numpy.full((matrix.shape[0]+1,matrix.shape[1]+1),numpy.nan)
55
+ m[0:-1,0:-1]=z=matrix-numpy.nanmax(matrix,axis=0)
56
+ m[0:-1,-1],m[-1,0:-1],m[-1,-1]=numpy.nanmax(z[:,y],axis=1),numpy.nanmax(z[y,:],axis=0),numpy.nanmax(z[y,y])
57
+ m[y,:]=m[:,y]=numpy.nan
58
+ m[y,y]=0
59
+ k=self.chu_liu_edmonds(m)
60
+ j=y[numpy.nanargmax(z[k[-1],y] if k[-1]<z.shape[0] else z[y,y])]
61
+ i=k[-1] if k[-1]<z.shape[0] else j
62
+ z[0:i,j]=z[i+1:,j]=numpy.nan
63
+ return self.chu_liu_edmonds(z)