Datasets:
Tasks:
Token Classification
Sub-tasks:
named-entity-recognition
Languages:
English
Size:
10K<n<100K
License:
Convert dataset to Parquet
#5
by
lhoestq
HF Staff
- opened
- README.md +108 -98
- conllpp.py +0 -228
- conllpp/test-00000-of-00001.parquet +3 -0
- conllpp/train-00000-of-00001.parquet +3 -0
- conllpp/validation-00000-of-00001.parquet +3 -0
README.md
CHANGED
@@ -19,20 +19,8 @@ task_ids:
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- named-entity-recognition
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paperswithcode_id: conll
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pretty_name: CoNLL++
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train-eval-index:
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-
- config: conllpp
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task: token-classification
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task_id: entity_extraction
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splits:
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train_split: train
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eval_split: test
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col_mapping:
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tokens: tokens
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ner_tags: tags
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metrics:
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- type: seqeval
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name: seqeval
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dataset_info:
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features:
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- name: id
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dtype: string
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@@ -42,106 +30,128 @@ dataset_info:
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sequence:
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class_label:
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names:
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0: '"'
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-
1: ''''''
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2: '#'
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3: $
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4: (
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5: )
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6: ','
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7: .
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8: ':'
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9: '``'
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10: CC
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11: CD
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12: DT
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13: EX
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14: FW
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15: IN
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16: JJ
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17: JJR
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18: JJS
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19: LS
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-
20: MD
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21: NN
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22: NNP
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-
23: NNPS
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-
24: NNS
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-
25: NN|SYM
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-
26: PDT
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27: POS
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28: PRP
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29: PRP$
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30: RB
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31: RBR
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32: RBS
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33: RP
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34: SYM
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35: TO
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36: UH
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37: VB
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38: VBD
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39: VBG
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40: VBN
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41: VBP
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42: VBZ
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43: WDT
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44: WP
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45: WP$
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46: WRB
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- name: chunk_tags
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sequence:
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class_label:
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names:
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-
0: O
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-
1: B-ADJP
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-
2: I-ADJP
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-
3: B-ADVP
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-
4: I-ADVP
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5: B-CONJP
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6: I-CONJP
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7: B-INTJ
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8: I-INTJ
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9: B-LST
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10: I-LST
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11: B-NP
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12: I-NP
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13: B-PP
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14: I-PP
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15: B-PRT
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-
16: I-PRT
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-
17: B-SBAR
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-
18: I-SBAR
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-
19: B-UCP
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-
20: I-UCP
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-
21: B-VP
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22: I-VP
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- name: ner_tags
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sequence:
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class_label:
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names:
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-
0: O
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-
1: B-PER
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2: I-PER
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3: B-ORG
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4: I-ORG
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5: B-LOC
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6: I-LOC
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7: B-MISC
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8: I-MISC
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-
config_name: conllpp
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splits:
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- name: train
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-
num_bytes:
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num_examples: 14041
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- name: validation
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-
num_bytes:
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num_examples: 3250
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- name: test
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-
num_bytes:
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num_examples: 3453
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download_size:
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dataset_size:
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---
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# Dataset Card for "conllpp"
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- named-entity-recognition
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paperswithcode_id: conll
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pretty_name: CoNLL++
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dataset_info:
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+
config_name: conllpp
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features:
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- name: id
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dtype: string
|
|
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sequence:
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class_label:
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names:
|
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+
'0': '"'
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34 |
+
'1': ''''''
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+
'2': '#'
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+
'3': $
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+
'4': (
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'5': )
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+
'6': ','
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+
'7': .
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+
'8': ':'
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+
'9': '``'
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43 |
+
'10': CC
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+
'11': CD
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45 |
+
'12': DT
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+
'13': EX
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+
'14': FW
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+
'15': IN
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+
'16': JJ
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+
'17': JJR
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+
'18': JJS
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+
'19': LS
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+
'20': MD
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+
'21': NN
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+
'22': NNP
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+
'23': NNPS
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+
'24': NNS
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+
'25': NN|SYM
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+
'26': PDT
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+
'27': POS
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+
'28': PRP
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+
'29': PRP$
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+
'30': RB
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+
'31': RBR
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+
'32': RBS
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+
'33': RP
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+
'34': SYM
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+
'35': TO
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+
'36': UH
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+
'37': VB
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+
'38': VBD
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+
'39': VBG
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+
'40': VBN
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+
'41': VBP
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+
'42': VBZ
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+
'43': WDT
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+
'44': WP
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+
'45': WP$
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+
'46': WRB
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- name: chunk_tags
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sequence:
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class_label:
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names:
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+
'0': O
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+
'1': B-ADJP
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86 |
+
'2': I-ADJP
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+
'3': B-ADVP
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88 |
+
'4': I-ADVP
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+
'5': B-CONJP
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+
'6': I-CONJP
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+
'7': B-INTJ
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+
'8': I-INTJ
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+
'9': B-LST
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+
'10': I-LST
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+
'11': B-NP
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+
'12': I-NP
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+
'13': B-PP
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+
'14': I-PP
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+
'15': B-PRT
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+
'16': I-PRT
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+
'17': B-SBAR
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+
'18': I-SBAR
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+
'19': B-UCP
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+
'20': I-UCP
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+
'21': B-VP
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+
'22': I-VP
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- name: ner_tags
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sequence:
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class_label:
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names:
|
111 |
+
'0': O
|
112 |
+
'1': B-PER
|
113 |
+
'2': I-PER
|
114 |
+
'3': B-ORG
|
115 |
+
'4': I-ORG
|
116 |
+
'5': B-LOC
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117 |
+
'6': I-LOC
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118 |
+
'7': B-MISC
|
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+
'8': I-MISC
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|
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splits:
|
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- name: train
|
122 |
+
num_bytes: 6931345
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num_examples: 14041
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- name: validation
|
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+
num_bytes: 1739223
|
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num_examples: 3250
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- name: test
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+
num_bytes: 1582054
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num_examples: 3453
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+
download_size: 1807915
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+
dataset_size: 10252622
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+
configs:
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+
- config_name: conllpp
|
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data_files:
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- split: train
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path: conllpp/train-*
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+
- split: validation
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+
path: conllpp/validation-*
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+
- split: test
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+
path: conllpp/test-*
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default: true
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+
train-eval-index:
|
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+
- config: conllpp
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+
task: token-classification
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+
task_id: entity_extraction
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splits:
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+
train_split: train
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148 |
+
eval_split: test
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149 |
+
col_mapping:
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+
tokens: tokens
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+
ner_tags: tags
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+
metrics:
|
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+
- type: seqeval
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+
name: seqeval
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---
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# Dataset Card for "conllpp"
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conllpp.py
DELETED
@@ -1,228 +0,0 @@
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# coding=utf-8
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# Copyright 2020 HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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"""CrossWeigh: Training Named Entity Tagger from Imperfect Annotations"""
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import logging
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import datasets
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_CITATION = """\
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@inproceedings{wang2019crossweigh,
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title={CrossWeigh: Training Named Entity Tagger from Imperfect Annotations},
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author={Wang, Zihan and Shang, Jingbo and Liu, Liyuan and Lu, Lihao and Liu, Jiacheng and Han, Jiawei},
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booktitle={Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)},
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pages={5157--5166},
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year={2019}
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}
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"""
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_DESCRIPTION = """\
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CoNLLpp is a corrected version of the CoNLL2003 NER dataset where labels of 5.38% of the sentences in the test set
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have been manually corrected. The training set and development set are included for completeness.
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For more details see https://www.aclweb.org/anthology/D19-1519/ and https://github.com/ZihanWangKi/CrossWeigh
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"""
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-
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_URL = "https://github.com/ZihanWangKi/CrossWeigh/raw/master/data/"
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_TRAINING_FILE = "conllpp_train.txt"
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_DEV_FILE = "conllpp_dev.txt"
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_TEST_FILE = "conllpp_test.txt"
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class ConllppConfig(datasets.BuilderConfig):
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"""BuilderConfig for Conll2003"""
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def __init__(self, **kwargs):
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"""BuilderConfig forConll2003.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(ConllppConfig, self).__init__(**kwargs)
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class Conllpp(datasets.GeneratorBasedBuilder):
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"""Conllpp dataset."""
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BUILDER_CONFIGS = [
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ConllppConfig(name="conllpp", version=datasets.Version("1.0.0"), description="Conllpp dataset"),
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]
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"id": datasets.Value("string"),
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"tokens": datasets.Sequence(datasets.Value("string")),
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"pos_tags": datasets.Sequence(
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datasets.features.ClassLabel(
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names=[
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'"',
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"''",
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"#",
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"$",
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"(",
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")",
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",",
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".",
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":",
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"``",
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"CC",
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"CD",
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"DT",
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"EX",
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"FW",
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"IN",
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"JJ",
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"JJR",
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"JJS",
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"LS",
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"MD",
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"NN",
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"NNP",
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"NNPS",
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"NNS",
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"NN|SYM",
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"PDT",
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"POS",
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"PRP",
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"PRP$",
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"RB",
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"RBR",
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"RBS",
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"RP",
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"SYM",
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"TO",
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"UH",
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"VB",
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"VBD",
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"VBG",
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"VBN",
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"VBP",
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"VBZ",
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"WDT",
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"WP",
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"WP$",
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"WRB",
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]
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)
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),
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"chunk_tags": datasets.Sequence(
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datasets.features.ClassLabel(
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names=[
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"O",
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"B-ADJP",
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"I-ADJP",
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"B-ADVP",
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"I-ADVP",
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"B-CONJP",
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"I-CONJP",
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"B-INTJ",
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"I-INTJ",
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"B-LST",
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"I-LST",
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"B-NP",
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"I-NP",
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"B-PP",
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"I-PP",
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"B-PRT",
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"I-PRT",
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"B-SBAR",
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"I-SBAR",
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"B-UCP",
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"I-UCP",
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"B-VP",
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"I-VP",
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]
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)
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),
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"ner_tags": datasets.Sequence(
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datasets.features.ClassLabel(
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names=[
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"O",
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"B-PER",
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"I-PER",
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"B-ORG",
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"I-ORG",
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"B-LOC",
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"I-LOC",
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"B-MISC",
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"I-MISC",
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]
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)
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),
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}
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),
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supervised_keys=None,
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homepage="https://github.com/ZihanWangKi/CrossWeigh",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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urls_to_download = {
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"train": f"{_URL}{_TRAINING_FILE}",
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"dev": f"{_URL}{_DEV_FILE}",
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"test": f"{_URL}{_TEST_FILE}",
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}
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downloaded_files = dl_manager.download_and_extract(urls_to_download)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
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datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}),
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]
|
189 |
-
|
190 |
-
def _generate_examples(self, filepath):
|
191 |
-
logging.info("⏳ Generating examples from = %s", filepath)
|
192 |
-
with open(filepath, encoding="utf-8") as f:
|
193 |
-
guid = 0
|
194 |
-
tokens = []
|
195 |
-
pos_tags = []
|
196 |
-
chunk_tags = []
|
197 |
-
ner_tags = []
|
198 |
-
for line in f:
|
199 |
-
if line.startswith("-DOCSTART-") or line == "" or line == "\n":
|
200 |
-
if tokens:
|
201 |
-
yield guid, {
|
202 |
-
"id": str(guid),
|
203 |
-
"tokens": tokens,
|
204 |
-
"pos_tags": pos_tags,
|
205 |
-
"chunk_tags": chunk_tags,
|
206 |
-
"ner_tags": ner_tags,
|
207 |
-
}
|
208 |
-
guid += 1
|
209 |
-
tokens = []
|
210 |
-
pos_tags = []
|
211 |
-
chunk_tags = []
|
212 |
-
ner_tags = []
|
213 |
-
else:
|
214 |
-
# conll2003 tokens are space separated
|
215 |
-
splits = line.split(" ")
|
216 |
-
tokens.append(splits[0])
|
217 |
-
pos_tags.append(splits[1])
|
218 |
-
chunk_tags.append(splits[2])
|
219 |
-
ner_tags.append(splits[3].rstrip())
|
220 |
-
# last example
|
221 |
-
if tokens:
|
222 |
-
yield guid, {
|
223 |
-
"id": str(guid),
|
224 |
-
"tokens": tokens,
|
225 |
-
"pos_tags": pos_tags,
|
226 |
-
"chunk_tags": chunk_tags,
|
227 |
-
"ner_tags": ner_tags,
|
228 |
-
}
|
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|
|
|
conllpp/test-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6a46d70c2e7056caa761057feb9ba80dc26db2bf1a9a09adb13beb513acb1b5a
|
3 |
+
size 276767
|
conllpp/train-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:d4264892ad73c70e95f85b55754158a4b4269fed152121a31447a973597ceb19
|
3 |
+
size 1221036
|
conllpp/validation-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:656885266739f8ab503bd89da609b53409a00541aa89603c81804762cafa9803
|
3 |
+
size 310112
|