radbrt commited on
Commit
f442533
1 Parent(s): 0fc74db

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -15,3 +15,8 @@
15
  *.pt filter=lfs diff=lfs merge=lfs -text
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  *.pth filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
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  *.pt filter=lfs diff=lfs merge=lfs -text
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  *.pth filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ *.whl filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *strings.json filter=lfs diff=lfs merge=lfs -text
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+ vectors filter=lfs diff=lfs merge=lfs -text
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+ model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,57 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
2
+ tags:
3
+ - spacy
4
+ - token-classification
5
+ language:
6
+ - nb
7
+ model-index:
8
+ - name: nb_nocy_trf
9
+ results:
10
+ - tasks:
11
+ name: NER
12
+ type: token-classification
13
+ metrics:
14
+ - name: Precision
15
+ type: precision
16
+ value: 0.9021803182
17
+ - name: Recall
18
+ type: recall
19
+ value: 0.9069905213
20
+ - name: F Score
21
+ type: f_score
22
+ value: 0.9045790251
23
+ - tasks:
24
+ name: POS
25
+ type: token-classification
26
+ metrics:
27
+ - name: Accuracy
28
+ type: accuracy
29
+ value: 0.987973053
30
+ - tasks:
31
+ name: SENTER
32
+ type: token-classification
33
+ metrics:
34
+ - name: Precision
35
+ type: precision
36
+ value: 0.9679276316
37
+ - name: Recall
38
+ type: recall
39
+ value: 0.9767634855
40
+ - name: F Score
41
+ type: f_score
42
+ value: 0.9723254853
43
+ - tasks:
44
+ name: UNLABELED_DEPENDENCIES
45
+ type: token-classification
46
+ metrics:
47
+ - name: Accuracy
48
+ type: accuracy
49
+ value: 0.9433838463
50
+ - tasks:
51
+ name: LABELED_DEPENDENCIES
52
+ type: token-classification
53
+ metrics:
54
+ - name: Accuracy
55
+ type: accuracy
56
+ value: 0.9433838463
57
+ ---
config.cfg ADDED
@@ -0,0 +1,197 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [paths]
2
+ train = "corpus/norne/train.spacy"
3
+ dev = "corpus/norne/dev.spacy"
4
+ vectors = null
5
+ init_tok2vec = null
6
+
7
+ [system]
8
+ gpu_allocator = "pytorch"
9
+ seed = 0
10
+
11
+ [nlp]
12
+ lang = "nb"
13
+ pipeline = ["transformer","tagger","morphologizer","parser","ner"]
14
+ batch_size = 128
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+ disabled = []
16
+ before_creation = null
17
+ after_creation = null
18
+ after_pipeline_creation = null
19
+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
20
+
21
+ [components]
22
+
23
+ [components.morphologizer]
24
+ factory = "morphologizer"
25
+
26
+ [components.morphologizer.model]
27
+ @architectures = "spacy.Tagger.v1"
28
+ nO = null
29
+
30
+ [components.morphologizer.model.tok2vec]
31
+ @architectures = "spacy-transformers.TransformerListener.v1"
32
+ grad_factor = 1.0
33
+ pooling = {"@layers":"reduce_mean.v1"}
34
+ upstream = "*"
35
+
36
+ [components.ner]
37
+ factory = "ner"
38
+ incorrect_spans_key = null
39
+ moves = null
40
+ update_with_oracle_cut_size = 100
41
+
42
+ [components.ner.model]
43
+ @architectures = "spacy.TransitionBasedParser.v2"
44
+ state_type = "ner"
45
+ extra_state_tokens = false
46
+ hidden_width = 64
47
+ maxout_pieces = 2
48
+ use_upper = false
49
+ nO = null
50
+
51
+ [components.ner.model.tok2vec]
52
+ @architectures = "spacy-transformers.TransformerListener.v1"
53
+ grad_factor = 1.0
54
+ pooling = {"@layers":"reduce_mean.v1"}
55
+ upstream = "*"
56
+
57
+ [components.parser]
58
+ factory = "parser"
59
+ learn_tokens = false
60
+ min_action_freq = 30
61
+ moves = null
62
+ update_with_oracle_cut_size = 100
63
+
64
+ [components.parser.model]
65
+ @architectures = "spacy.TransitionBasedParser.v2"
66
+ state_type = "parser"
67
+ extra_state_tokens = false
68
+ hidden_width = 128
69
+ maxout_pieces = 3
70
+ use_upper = false
71
+ nO = null
72
+
73
+ [components.parser.model.tok2vec]
74
+ @architectures = "spacy-transformers.TransformerListener.v1"
75
+ grad_factor = 1.0
76
+ pooling = {"@layers":"reduce_mean.v1"}
77
+ upstream = "*"
78
+
79
+ [components.tagger]
80
+ factory = "tagger"
81
+
82
+ [components.tagger.model]
83
+ @architectures = "spacy.Tagger.v1"
84
+ nO = null
85
+
86
+ [components.tagger.model.tok2vec]
87
+ @architectures = "spacy-transformers.TransformerListener.v1"
88
+ grad_factor = 1.0
89
+ pooling = {"@layers":"reduce_mean.v1"}
90
+ upstream = "*"
91
+
92
+ [components.transformer]
93
+ factory = "transformer"
94
+ max_batch_items = 4096
95
+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
96
+
97
+ [components.transformer.model]
98
+ @architectures = "spacy-transformers.TransformerModel.v1"
99
+ name = "ltgoslo/norbert"
100
+
101
+ [components.transformer.model.get_spans]
102
+ @span_getters = "spacy-transformers.strided_spans.v1"
103
+ window = 128
104
+ stride = 96
105
+
106
+ [components.transformer.model.tokenizer_config]
107
+ use_fast = true
108
+
109
+ [corpora]
110
+
111
+ [corpora.dev]
112
+ @readers = "spacy.Corpus.v1"
113
+ path = ${paths.dev}
114
+ max_length = 0
115
+ gold_preproc = false
116
+ limit = 0
117
+ augmenter = null
118
+
119
+ [corpora.train]
120
+ @readers = "spacy.Corpus.v1"
121
+ path = ${paths.train}
122
+ max_length = 0
123
+ gold_preproc = false
124
+ limit = 0
125
+ augmenter = null
126
+
127
+ [training]
128
+ accumulate_gradient = 3
129
+ dev_corpus = "corpora.dev"
130
+ train_corpus = "corpora.train"
131
+ seed = ${system.seed}
132
+ gpu_allocator = ${system.gpu_allocator}
133
+ dropout = 0.1
134
+ patience = 1600
135
+ max_epochs = 0
136
+ max_steps = 20000
137
+ eval_frequency = 200
138
+ frozen_components = []
139
+ before_to_disk = null
140
+ annotating_components = []
141
+
142
+ [training.batcher]
143
+ @batchers = "spacy.batch_by_padded.v1"
144
+ discard_oversize = true
145
+ size = 2000
146
+ buffer = 256
147
+ get_length = null
148
+
149
+ [training.logger]
150
+ @loggers = "spacy.ConsoleLogger.v1"
151
+ progress_bar = false
152
+
153
+ [training.optimizer]
154
+ @optimizers = "Adam.v1"
155
+ beta1 = 0.9
156
+ beta2 = 0.999
157
+ L2_is_weight_decay = true
158
+ L2 = 0.01
159
+ grad_clip = 1.0
160
+ use_averages = false
161
+ eps = 0.00000001
162
+
163
+ [training.optimizer.learn_rate]
164
+ @schedules = "warmup_linear.v1"
165
+ warmup_steps = 250
166
+ total_steps = 20000
167
+ initial_rate = 0.00005
168
+
169
+ [training.score_weights]
170
+ tag_acc = 0.26
171
+ pos_acc = 0.12
172
+ morph_acc = 0.12
173
+ morph_per_feat = null
174
+ dep_uas = 0.12
175
+ dep_las = 0.12
176
+ dep_las_per_type = null
177
+ sents_p = null
178
+ sents_r = null
179
+ sents_f = 0.0
180
+ ents_f = 0.26
181
+ ents_p = 0.0
182
+ ents_r = 0.0
183
+ ents_per_type = null
184
+
185
+ [pretraining]
186
+
187
+ [initialize]
188
+ vectors = ${paths.vectors}
189
+ init_tok2vec = ${paths.init_tok2vec}
190
+ vocab_data = null
191
+ lookups = null
192
+ before_init = null
193
+ after_init = null
194
+
195
+ [initialize.components]
196
+
197
+ [initialize.tokenizer]
meta.json ADDED
@@ -0,0 +1,650 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "lang":"nb",
3
+ "name":"nocy_trf",
4
+ "version":"0.0.1",
5
+ "description":"",
6
+ "author":"",
7
+ "email":"",
8
+ "url":"",
9
+ "license":"",
10
+ "spacy_version":">=3.1.1,<3.2.0",
11
+ "spacy_git_version":"ffaead8fe",
12
+ "vectors":{
13
+ "width":0,
14
+ "vectors":0,
15
+ "keys":0,
16
+ "name":null
17
+ },
18
+ "labels":{
19
+ "transformer":[
20
+
21
+ ],
22
+ "tagger":[
23
+ "ADJ",
24
+ "ADP",
25
+ "ADV",
26
+ "AUX",
27
+ "CCONJ",
28
+ "DET",
29
+ "INTJ",
30
+ "NOUN",
31
+ "NUM",
32
+ "PART",
33
+ "PRON",
34
+ "PROPN",
35
+ "PUNCT",
36
+ "SCONJ",
37
+ "SYM",
38
+ "VERB",
39
+ "X"
40
+ ],
41
+ "morphologizer":[
42
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
43
+ "POS=CCONJ",
44
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
45
+ "POS=SCONJ",
46
+ "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
47
+ "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
48
+ "POS=PUNCT",
49
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin",
50
+ "POS=ADP",
51
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
52
+ "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
53
+ "POS=PROPN",
54
+ "POS=X",
55
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin",
56
+ "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
57
+ "POS=PRON|PronType=Rel",
58
+ "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin",
59
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part",
60
+ "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
61
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
62
+ "Number=Plur|POS=ADJ|VerbForm=Part",
63
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
64
+ "POS=ADV",
65
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
66
+ "Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part",
67
+ "POS=VERB|VerbForm=Part",
68
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
69
+ "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
70
+ "Degree=Pos|Number=Plur|POS=ADJ",
71
+ "NumType=Card|Number=Plur|POS=NUM",
72
+ "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
73
+ "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes",
74
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
75
+ "POS=PART",
76
+ "POS=VERB|VerbForm=Inf",
77
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
78
+ "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin",
79
+ "Gender=Fem|POS=PROPN",
80
+ "POS=NOUN",
81
+ "Gender=Masc|POS=PROPN",
82
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
83
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
84
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
85
+ "Abbr=Yes|POS=PROPN",
86
+ "POS=PART|Polarity=Neg",
87
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs",
88
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
89
+ "Case=Gen|POS=PROPN",
90
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
91
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
92
+ "Definite=Def|Degree=Sup|POS=ADJ",
93
+ "Case=Gen|Gender=Fem|POS=PROPN",
94
+ "Number=Plur|POS=DET|PronType=Dem",
95
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
96
+ "Definite=Ind|Degree=Sup|POS=ADJ",
97
+ "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
98
+ "Gender=Neut|POS=PROPN",
99
+ "Number=Plur|POS=DET|PronType=Int",
100
+ "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
101
+ "Definite=Def|POS=DET|PronType=Dem",
102
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Art",
103
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass",
104
+ "Abbr=Yes|Case=Gen|POS=PROPN",
105
+ "Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
106
+ "Degree=Cmp|POS=ADJ",
107
+ "POS=ADJ|VerbForm=Part",
108
+ "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
109
+ "Abbr=Yes|POS=ADP",
110
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs",
111
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
112
+ "POS=AUX|VerbForm=Part",
113
+ "POS=PRON|PronType=Int",
114
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
115
+ "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs",
116
+ "Number=Plur|POS=DET|PronType=Ind",
117
+ "Degree=Pos|POS=ADJ",
118
+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
119
+ "POS=VERB|VerbForm=Inf|Voice=Pass",
120
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
121
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
122
+ "Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
123
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
124
+ "Number=Plur|POS=DET|Polarity=Neg|PronType=Neg",
125
+ "NumType=Card|POS=NUM",
126
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
127
+ "POS=DET|PronType=Prs",
128
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
129
+ "Case=Gen|Gender=Neut|POS=PROPN",
130
+ "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
131
+ "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
132
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
133
+ "POS=AUX|VerbForm=Inf",
134
+ "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
135
+ "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
136
+ "Number=Plur|POS=DET|PronType=Tot",
137
+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
138
+ "Number=Plur|POS=DET|PronType=Prs",
139
+ "POS=SYM",
140
+ "Gender=Neut|NumType=Card|Number=Sing|POS=NUM",
141
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs",
142
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs",
143
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
144
+ "Abbr=Yes|POS=ADV",
145
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
146
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
147
+ "Definite=Def|POS=DET|PronType=Prs",
148
+ "Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
149
+ "Gender=Neut|POS=NOUN",
150
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Int",
151
+ "Definite=Def|NumType=Card|POS=NUM",
152
+ "Mood=Imp|POS=VERB|VerbForm=Fin",
153
+ "Definite=Ind|Number=Plur|POS=NOUN",
154
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Tot",
155
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
156
+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
157
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs",
158
+ "Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs",
159
+ "Definite=Def|NumType=Card|Number=Sing|POS=NUM",
160
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
161
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
162
+ "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
163
+ "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
164
+ "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs",
165
+ "Mood=Imp|POS=AUX|VerbForm=Fin",
166
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot",
167
+ "Number=Plur|POS=ADJ",
168
+ "Gender=Masc|POS=NOUN",
169
+ "Abbr=Yes|POS=NOUN",
170
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
171
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs",
172
+ "POS=INTJ",
173
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
174
+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
175
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
176
+ "POS=ADJ",
177
+ "Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
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+ "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
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+ "Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg",
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+ "Case=Gen|POS=NOUN",
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+ "Definite=Ind|Number=Sing|POS=ADJ",
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+ "Case=Gen|Gender=Masc|POS=PROPN",
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+ "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp",
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+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
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+ "Number=Plur|POS=PRON|Person=3|PronType=Prs",
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+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs",
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+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
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+ "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
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+ "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
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+ "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
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+ "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
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+ "NumType=Card|Number=Sing|POS=NUM",
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+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs",
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+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs",
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+ "Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
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+ "Degree=Sup|POS=ADJ",
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+ "Animacy=Hum|POS=PRON|PronType=Int",
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+ "POS=DET|PronType=Ind",
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+ "Definite=Def|Number=Sing|POS=DET|PronType=Dem",
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+ "Gender=Fem|POS=NOUN",
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+ "Case=Gen|Number=Plur|POS=DET|PronType=Dem",
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+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot",
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+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
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+ "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
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+ "Number=Plur|POS=NOUN",
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+ "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
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+ "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part",
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+ "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
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+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass",
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+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind",
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+ "Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int",
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+ "Abbr=Yes|POS=ADJ",
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+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
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+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN",
216
+ "POS=PRON|PronType=Prs",
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+ "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
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+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp",
219
+ "Definite=Ind|Degree=Pos|POS=ADJ",
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+ "Number=Plur|POS=DET|PronType=Art",
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+ "Case=Gen|NumType=Card|Number=Plur|POS=NUM",
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+ "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN",
223
+ "Case=Gen|Number=Plur|POS=DET|PronType=Tot",
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+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN",
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+ "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
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+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
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+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
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+ "Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
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+ "Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs",
230
+ "Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs",
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+ "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
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+ "Definite=Ind|Gender=Masc|POS=NOUN",
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+ "Definite=Def|Number=Plur|POS=NOUN",
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+ "Number=Sing|POS=ADJ|VerbForm=Part",
236
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
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+ "Abbr=Yes|Gender=Masc|POS=NOUN",
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+ "Abbr=Yes|Case=Gen|POS=NOUN",
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+ "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin",
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+ "Abbr=Yes|Degree=Pos|POS=ADJ",
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+ "Case=Gen|Gender=Fem|POS=NOUN",
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+ "Case=Gen|Degree=Cmp|POS=ADJ",
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+ "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Gender=Masc|Number=Sing|POS=NOUN"
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+ ],
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+ "parser":[
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+ "ROOT",
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+ "acl",
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+ "acl:cleft",
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+ "acl:relcl",
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+ "advcl",
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+ "advmod",
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+ "amod",
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+ "appos",
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+ "aux",
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+ "aux:pass",
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+ "case",
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+ "cc",
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+ "ccomp",
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+ "compound",
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+ "compound:prt",
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+ "conj",
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+ "cop",
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+ "csubj",
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+ "dep",
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+ "det",
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+ "discourse",
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+ "expl",
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+ "flat:foreign",
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+ "flat:name",
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+ "iobj",
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+ "mark",
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+ "nmod",
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+ "nsubj",
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+ "nsubj:pass",
276
+ "nummod",
277
+ "obj",
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+ "obl",
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+ "orphan",
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+ "parataxis",
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+ "punct",
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+ "xcomp"
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+ ],
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+ "ner":[
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+ "DRV",
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+ "EVT",
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+ "GPE_LOC",
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+ "GPE_ORG",
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+ "LOC",
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+ "MISC",
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+ "ORG",
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+ "PER",
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+ "PROD"
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+ ]
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+ },
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+ "pipeline":[
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+ "transformer",
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+ "tagger",
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+ "morphologizer",
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+ "parser",
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+ "ner"
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+ ],
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+ "components":[
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+ "transformer",
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+ "tagger",
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+ "morphologizer",
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+ "parser",
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+ "ner"
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+ ],
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+ "disabled":[
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+
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+ ],
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+ "_sourced_vectors_hashes":{
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+
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+ },
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+ "performance":{
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+ "Reflex":{
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+ "NumType":{
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+ "Polarity":{
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+ "Person":{
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+ "Voice":{
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+ "ner_loss":819.4389321774
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+ }
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+ }
morphologizer/cfg ADDED
@@ -0,0 +1,412 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "labels_morph":{
3
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Sing",
4
+ "POS=CCONJ":"",
5
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Sing",
6
+ "POS=SCONJ":"",
7
+ "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Def|Gender=Masc|Number=Sing",
8
+ "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Plur",
9
+ "POS=PUNCT":"",
10
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
11
+ "POS=ADP":"",
12
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
13
+ "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Number=Sing",
14
+ "POS=PROPN":"",
15
+ "POS=X":"",
16
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
17
+ "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Def|Gender=Neut|Number=Sing",
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+ "POS=PRON|PronType=Rel":"PronType=Rel",
19
+ "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
20
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part",
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+ "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Number=Sing",
22
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Sing",
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+ "Number=Plur|POS=ADJ|VerbForm=Part":"Number=Plur|VerbForm=Part",
24
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Plur",
25
+ "POS=ADV":"",
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+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Prs",
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+ "Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Number=Sing|VerbForm=Part",
28
+ "POS=VERB|VerbForm=Part":"VerbForm=Part",
29
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Plur",
30
+ "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
31
+ "Degree=Pos|Number=Plur|POS=ADJ":"Degree=Pos|Number=Plur",
32
+ "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
33
+ "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Def|Gender=Masc|Number=Plur",
34
+ "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes":"Case=Acc|PronType=Prs|Reflex=Yes",
35
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
36
+ "POS=PART":"",
37
+ "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
38
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
39
+ "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
40
+ "Gender=Fem|POS=PROPN":"Gender=Fem",
41
+ "POS=NOUN":"",
42
+ "Gender=Masc|POS=PROPN":"Gender=Masc",
43
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
44
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
45
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
46
+ "Abbr=Yes|POS=PROPN":"Abbr=Yes",
47
+ "POS=PART|Polarity=Neg":"Polarity=Neg",
48
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":"Number=Plur|Poss=Yes|PronType=Prs",
49
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
50
+ "Case=Gen|POS=PROPN":"Case=Gen",
51
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
52
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs",
53
+ "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
54
+ "Case=Gen|Gender=Fem|POS=PROPN":"Case=Gen|Gender=Fem",
55
+ "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
56
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
57
+ "Definite=Ind|Degree=Sup|POS=ADJ":"Definite=Ind|Degree=Sup",
58
+ "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Def|Gender=Fem|Number=Plur",
59
+ "Gender=Neut|POS=PROPN":"Gender=Neut",
60
+ "Number=Plur|POS=DET|PronType=Int":"Number=Plur|PronType=Int",
61
+ "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
62
+ "Definite=Def|POS=DET|PronType=Dem":"Definite=Def|PronType=Dem",
63
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Art":"Gender=Neut|Number=Sing|PronType=Art",
64
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass",
65
+ "Abbr=Yes|Case=Gen|POS=PROPN":"Abbr=Yes|Case=Gen",
66
+ "Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
67
+ "Degree=Cmp|POS=ADJ":"Degree=Cmp",
68
+ "POS=ADJ|VerbForm=Part":"VerbForm=Part",
69
+ "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs",
70
+ "Abbr=Yes|POS=ADP":"Abbr=Yes",
71
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs",
72
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Plur",
73
+ "POS=AUX|VerbForm=Part":"VerbForm=Part",
74
+ "POS=PRON|PronType=Int":"PronType=Int",
75
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs",
76
+ "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs":"Number=Plur|Person=3|PronType=Ind,Prs",
77
+ "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
78
+ "Degree=Pos|POS=ADJ":"Degree=Pos",
79
+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs",
80
+ "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
81
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem",
82
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
83
+ "Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
84
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs",
85
+ "Number=Plur|POS=DET|Polarity=Neg|PronType=Neg":"Number=Plur|Polarity=Neg|PronType=Neg",
86
+ "NumType=Card|POS=NUM":"NumType=Card",
87
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
88
+ "POS=DET|PronType=Prs":"PronType=Prs",
89
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
90
+ "Case=Gen|Gender=Neut|POS=PROPN":"Case=Gen|Gender=Neut",
91
+ "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg",
92
+ "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Def|Number=Sing|VerbForm=Part",
93
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
94
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
95
+ "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
96
+ "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
97
+ "Number=Plur|POS=DET|PronType=Tot":"Number=Plur|PronType=Tot",
98
+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Masc|Number=Sing|PronType=Dem",
99
+ "Number=Plur|POS=DET|PronType=Prs":"Number=Plur|PronType=Prs",
100
+ "POS=SYM":"",
101
+ "Gender=Neut|NumType=Card|Number=Sing|POS=NUM":"Gender=Neut|NumType=Card|Number=Sing",
102
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs",
103
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs",
104
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
105
+ "Abbr=Yes|POS=ADV":"Abbr=Yes",
106
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem",
107
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
108
+ "Definite=Def|POS=DET|PronType=Prs":"Definite=Def|PronType=Prs",
109
+ "Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
110
+ "Gender=Neut|POS=NOUN":"Gender=Neut",
111
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Int":"Gender=Neut|Number=Sing|PronType=Int",
112
+ "Definite=Def|NumType=Card|POS=NUM":"Definite=Def|NumType=Card",
113
+ "Mood=Imp|POS=VERB|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
114
+ "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
115
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Tot":"Gender=Neut|Number=Sing|PronType=Tot",
116
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
117
+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs",
118
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Gender=Fem,Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs",
119
+ "Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs",
120
+ "Definite=Def|NumType=Card|Number=Sing|POS=NUM":"Definite=Def|NumType=Card|Number=Sing",
121
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
122
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
123
+ "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Plur",
124
+ "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Neut|Number=Sing|PronType=Dem",
125
+ "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Number=Sing|PronType=Art,Prs",
126
+ "Mood=Imp|POS=AUX|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
127
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot":"Number=Plur|Person=3|PronType=Prs,Tot",
128
+ "Number=Plur|POS=ADJ":"Number=Plur",
129
+ "Gender=Masc|POS=NOUN":"Gender=Masc",
130
+ "Abbr=Yes|POS=NOUN":"Abbr=Yes",
131
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
132
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs",
133
+ "POS=INTJ":"",
134
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs",
135
+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs",
136
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
137
+ "POS=ADJ":"",
138
+ "Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
139
+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs",
140
+ "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Def|Gender=Fem|Number=Sing",
141
+ "Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg":"Number=Sing|Polarity=Neg|PronType=Neg",
142
+ "Case=Gen|POS=NOUN":"Case=Gen",
143
+ "Definite=Ind|Number=Sing|POS=ADJ":"Definite=Ind|Number=Sing",
144
+ "Case=Gen|Gender=Masc|POS=PROPN":"Case=Gen|Gender=Masc",
145
+ "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp":"Animacy=Hum|Number=Plur|PronType=Rcp",
146
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
147
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
148
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs",
149
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs",
150
+ "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
151
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
152
+ "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Def|Degree=Pos|Number=Sing",
153
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
154
+ "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
155
+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs",
156
+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs",
157
+ "Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
158
+ "Degree=Sup|POS=ADJ":"Degree=Sup",
159
+ "Animacy=Hum|POS=PRON|PronType=Int":"Animacy=Hum|PronType=Int",
160
+ "POS=DET|PronType=Ind":"PronType=Ind",
161
+ "Definite=Def|Number=Sing|POS=DET|PronType=Dem":"Definite=Def|Number=Sing|PronType=Dem",
162
+ "Gender=Fem|POS=NOUN":"Gender=Fem",
163
+ "Case=Gen|Number=Plur|POS=DET|PronType=Dem":"Case=Gen|Number=Plur|PronType=Dem",
164
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot",
165
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
166
+ "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Neut|Number=Sing|Polarity=Neg|PronType=Neg",
167
+ "Number=Plur|POS=NOUN":"Number=Plur",
168
+ "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Number=Sing",
169
+ "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part":"Definite=Ind|Number=Sing|VerbForm=Part",
170
+ "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Case=Gen|Definite=Def|Number=Sing|VerbForm=Part",
171
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass",
172
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind":"Gender=Neut|Number=Sing|PronType=Dem,Ind",
173
+ "Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int":"Animacy=Hum|Poss=Yes|PronType=Int",
174
+ "Abbr=Yes|POS=ADJ":"Abbr=Yes",
175
+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Case=Gen|Gender=Masc|Number=Sing|PronType=Art",
176
+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing",
177
+ "POS=PRON|PronType=Prs":"PronType=Prs",
178
+ "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Fem|Number=Sing|PronType=Dem",
179
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp":"Number=Plur|Poss=Yes|PronType=Rcp",
180
+ "Definite=Ind|Degree=Pos|POS=ADJ":"Definite=Ind|Degree=Pos",
181
+ "Number=Plur|POS=DET|PronType=Art":"Number=Plur|PronType=Art",
182
+ "Case=Gen|NumType=Card|Number=Plur|POS=NUM":"Case=Gen|NumType=Card|Number=Plur",
183
+ "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing",
184
+ "Case=Gen|Number=Plur|POS=DET|PronType=Tot":"Case=Gen|Number=Plur|PronType=Tot",
185
+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing",
186
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
187
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Gender=Neut|Number=Sing",
188
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
189
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Gender=Fem|Number=Sing|PronType=Prs",
190
+ "Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs",
191
+ "Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Gender=Masc|Number=Sing",
192
+ "Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs",
193
+ "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
194
+ "Definite=Ind|Gender=Masc|POS=NOUN":"Definite=Ind|Gender=Masc",
195
+ "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur",
196
+ "Number=Sing|POS=ADJ|VerbForm=Part":"Number=Sing|VerbForm=Part",
197
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part",
198
+ "Abbr=Yes|Gender=Masc|POS=NOUN":"Abbr=Yes|Gender=Masc",
199
+ "Abbr=Yes|Case=Gen|POS=NOUN":"Abbr=Yes|Case=Gen",
200
+ "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin",
201
+ "Abbr=Yes|Degree=Pos|POS=ADJ":"Abbr=Yes|Degree=Pos",
202
+ "Case=Gen|Gender=Fem|POS=NOUN":"Case=Gen|Gender=Fem",
203
+ "Case=Gen|Degree=Cmp|POS=ADJ":"Case=Gen|Degree=Cmp",
204
+ "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing",
205
+ "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing"
206
+ },
207
+ "labels_pos":{
208
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
209
+ "POS=CCONJ":89,
210
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":92,
211
+ "POS=SCONJ":98,
212
+ "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
213
+ "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
214
+ "POS=PUNCT":97,
215
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":100,
216
+ "POS=ADP":85,
217
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
218
+ "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":84,
219
+ "POS=PROPN":96,
220
+ "POS=X":101,
221
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":100,
222
+ "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
223
+ "POS=PRON|PronType=Rel":95,
224
+ "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":87,
225
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":84,
226
+ "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":84,
227
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":92,
228
+ "Number=Plur|POS=ADJ|VerbForm=Part":84,
229
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":92,
230
+ "POS=ADV":86,
231
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
232
+ "Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part":84,
233
+ "POS=VERB|VerbForm=Part":100,
234
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":92,
235
+ "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
236
+ "Degree=Pos|Number=Plur|POS=ADJ":84,
237
+ "NumType=Card|Number=Plur|POS=NUM":93,
238
+ "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":92,
239
+ "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes":95,
240
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
241
+ "POS=PART":94,
242
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