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  1. dataset_infos.json +454 -0
  2. headline_cause.py +110 -0
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headline_cause.py ADDED
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1
+ # coding=utf-8
2
+ # Copyright 2021 The HuggingFace Datasets Authors and Ilya Gusev
3
+ #
4
+ # Licensed under the Apache License, Version 2.0 (the "License");
5
+ # you may not use this file except in compliance with the License.
6
+ # You may obtain a copy of the License at
7
+ #
8
+ # http://www.apache.org/licenses/LICENSE-2.0
9
+ #
10
+ # Unless required by applicable law or agreed to in writing, software
11
+ # distributed under the License is distributed on an "AS IS" BASIS,
12
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
+ # See the License for the specific language governing permissions and
14
+ # limitations under the License.
15
+ """HeadlineCause: A Dataset of News Headlines for Detecting Casualties"""
16
+
17
+ import json
18
+ import os
19
+
20
+ import datasets
21
+
22
+
23
+ _CITATION = """
24
+ @misc{gusev2021headlinecause,
25
+ title={HeadlineCause: A Dataset of News Headlines for Detecting Casualties},
26
+ author={Ilya Gusev and Alexey Tikhonov},
27
+ year={2021},
28
+ eprint={2108.12626},
29
+ archivePrefix={arXiv},
30
+ primaryClass={cs.CL}
31
+ }
32
+ """
33
+
34
+ _DESCRIPTION = "A Dataset of News Headlines for Detecting Casualties"
35
+ _HOMEPAGE = "https://github.com/IlyaGusev/HeadlineCause"
36
+ _URLS = {
37
+ "ru_simple": {
38
+ "train": "ru/simple/train.jsonl",
39
+ "val": "ru/simple/val.jsonl",
40
+ "test": "ru/simple/test.jsonl"
41
+ },
42
+ "ru_full": {
43
+ "train": "ru/full/train.jsonl",
44
+ "val": "ru/full/val.jsonl",
45
+ "test": "ru/full/test.jsonl"
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+ },
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+ "en_simple": {
48
+ "train": "en/simple/train.jsonl",
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+ "val": "en/simple/val.jsonl",
50
+ "test": "en/simple/test.jsonl"
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+ },
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+ "en_full": {
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+ "train": "en/full/train.jsonl",
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+ "val": "en/full/val.jsonl",
55
+ "test": "en/full/test.jsonl",
56
+ }
57
+ }
58
+
59
+
60
+ class HeadlineCauseDataset(datasets.GeneratorBasedBuilder):
61
+ """HeadlineCause Dataset"""
62
+
63
+ VERSION = datasets.Version("1.1.0")
64
+
65
+ BUILDER_CONFIGS = [
66
+ datasets.BuilderConfig(name="ru_simple", version=VERSION, description="Russian language, Simple task"),
67
+ datasets.BuilderConfig(name="en_simple", version=VERSION, description="English language, Simple task"),
68
+ datasets.BuilderConfig(name="ru_full", version=VERSION, description="Russian language, Full task"),
69
+ datasets.BuilderConfig(name="en_full", version=VERSION, description="English language, Full task"),
70
+ ]
71
+
72
+ DEFAULT_CONFIG_NAME = "en_simple"
73
+
74
+ def _info(self):
75
+ features = datasets.Features(
76
+ {
77
+ "left_url": datasets.Value("string"),
78
+ "right_url": datasets.Value("string"),
79
+ "left_title": datasets.Value("string"),
80
+ "right_title": datasets.Value("string"),
81
+ "left_timestamp": datasets.Value("timestamp[s]"),
82
+ "right_timestamp": datasets.Value("timestamp[s]"),
83
+ "id": datasets.Value("string"),
84
+ "has_link": datasets.Value("bool"),
85
+ "label": datasets.Value("int8"),
86
+ "result": datasets.Value("string"),
87
+ "agreement": datasets.Value("double")
88
+ }
89
+ )
90
+ return datasets.DatasetInfo(
91
+ description=_DESCRIPTION,
92
+ features=features,
93
+ supervised_keys=None,
94
+ homepage=_HOMEPAGE,
95
+ citation=_CITATION,
96
+ )
97
+
98
+ def _split_generators(self, dl_manager):
99
+ downloaded_files = dl_manager.download_and_extract(_URLS[self.config.name])
100
+ return [
101
+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
102
+ datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}),
103
+ datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["val"]}),
104
+ ]
105
+
106
+ def _generate_examples(self, filepath):
107
+ with open(filepath, encoding="utf-8") as f:
108
+ for row in f:
109
+ data = json.loads(row)
110
+ yield data["id"], data