add arxiv link
Browse files- .gitattributes +15 -0
- README.md +6 -0
- data/tweet_emoji/test.jsonl +0 -0
- data/tweet_emoji/train.jsonl +0 -0
- data/tweet_emoji/validation.jsonl +0 -0
- data/tweet_hate/test.jsonl +0 -0
- data/tweet_hate/train.jsonl +0 -0
- data/tweet_hate/validation.jsonl +0 -0
- data/tweet_nerd/test.jsonl +0 -0
- data/tweet_nerd/train.jsonl +0 -0
- data/tweet_nerd/validation.jsonl +0 -0
- data/tweet_qg/test.jsonl +3 -0
- data/tweet_qg/train.jsonl +3 -0
- data/tweet_qg/validation.jsonl +3 -0
- data/tweet_sentiment/test.jsonl +0 -0
- data/tweet_sentiment/train.jsonl +0 -0
- data/tweet_sentiment/validation.jsonl +0 -0
- process/tweet_qg.py +29 -0
- super_tweet_eval.py → super_tweeteval.py +5 -5
.gitattributes
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@@ -70,3 +70,18 @@ data/tweet_similarity/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tempo_wic/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_sentiment/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_emoji/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_hate/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_hate/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_nerd/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_hate/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_sentiment/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_qg/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_qg/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_sentiment/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_qg/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_emoji/test.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_emoji/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_nerd/train.jsonl filter=lfs diff=lfs merge=lfs -text
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data/tweet_nerd/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -65,6 +65,12 @@ The data fields are the same among all splits.
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- `paragraph`: a `string` feature.
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- `question`: a `string` feature.
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#### tweet_intimacy
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- `text`: a `string` feature.
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- `gold_score`: a `float` feature.
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- `paragraph`: a `string` feature.
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- `question`: a `string` feature.
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#### tweet_qg
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- `text`: a `string` feature.
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- `gold_label_str`: a `string` feature.
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- `paragraph`: a `string` feature.
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- `question`: a `string` feature.
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#### tweet_intimacy
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- `text`: a `string` feature.
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- `gold_score`: a `float` feature.
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data/tweet_emoji/test.jsonl
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data/tweet_emoji/train.jsonl
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data/tweet_emoji/validation.jsonl
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data/tweet_hate/test.jsonl
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data/tweet_hate/train.jsonl
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data/tweet_hate/validation.jsonl
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data/tweet_nerd/test.jsonl
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data/tweet_nerd/train.jsonl
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data/tweet_nerd/validation.jsonl
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data/tweet_qg/test.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:d2b02c79ec163bd4a8ee05e46ffaea70c9ea96070ce67a1dca2d8028bab52213
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size 320488
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data/tweet_qg/train.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:3cd6950868c41cd4be64dcb06b768c7dcfc11571458d5fc79191381f4ceff842
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size 2500353
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data/tweet_qg/validation.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:af4cac74767d116125883d61c8a3153d7ef311f8a2afe09ce4bbd71a7cf26905
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size 283333
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data/tweet_sentiment/test.jsonl
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data/tweet_sentiment/train.jsonl
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data/tweet_sentiment/validation.jsonl
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process/tweet_qg.py
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import os
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import json
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from datasets import load_dataset
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os.makedirs("data/tweet_qg", exist_ok=True)
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data = load_dataset("lmqg/qg_tweetqa")
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def process(tmp):
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tmp = [i.to_dict() for _, i in tmp.iterrows()]
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for i in tmp:
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i.pop('paragraph_question')
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i['text'] = f"context: {i.pop('paragraph')}, answer:{i.pop('answer')}"
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i['gold_label_str'] = i.pop('question')
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return tmp
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train = process(data["train"].to_pandas())
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val = process(data["validation"].to_pandas())
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test = process(data["test"].to_pandas())
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with open("data/tweet_qg/train.jsonl", "w") as f:
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f.write("\n".join([json.dumps(i) for i in train]))
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with open("data/tweet_qg/validation.jsonl", "w") as f:
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f.write("\n".join([json.dumps(i) for i in val]))
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with open("data/tweet_qg/test.jsonl", "w") as f:
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f.write("\n".join([json.dumps(i) for i in test]))
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super_tweet_eval.py → super_tweeteval.py
RENAMED
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import json
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import datasets
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_VERSION = "0.1.
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-
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-
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_TWEET_TOPIC_DESCRIPTION = """
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TweetTopic is a multi-label twitter topic classification task, where each example consists of a tweet
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and a set of topics. One tweet can be associated with multiple topics, and the training/validation tweets are taken
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return datasets.DatasetInfo(
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-
description=
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features=datasets.Features(features),
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-
citation=self.config.citation + "\n" +
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)
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def _split_generators(self, dl_manager):
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import json
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import datasets
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_VERSION = "0.1.41"
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_SUPER_TWEETEVAL_CITATION = """TBA"""
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_SUPER_TWEETEVAL_DESCRIPTION = """TBA"""
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_TWEET_TOPIC_DESCRIPTION = """
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TweetTopic is a multi-label twitter topic classification task, where each example consists of a tweet
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and a set of topics. One tweet can be associated with multiple topics, and the training/validation tweets are taken
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return datasets.DatasetInfo(
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description=_SUPER_TWEETEVAL_DESCRIPTION + "\n" + self.config.description,
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features=datasets.Features(features),
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citation=self.config.citation + "\n" + _SUPER_TWEETEVAL_CITATION,
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)
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def _split_generators(self, dl_manager):
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