File size: 2,290 Bytes
73cc8d2 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 | from __future__ import annotations
from mteb.abstasks import AbsTaskClassification
from mteb.abstasks.TaskMetadata import TaskMetadata
class TweetTopicSingleClassification(AbsTaskClassification):
metadata = TaskMetadata(
name="TweetTopicSingleClassification",
description="""Topic classification dataset on Twitter with 6 labels. Each instance of
TweetTopic comes with a timestamp which distributes from September 2019 to August 2021.
Tweets were preprocessed before the annotation to normalize some artifacts, converting
URLs into a special token {{URL}} and non-verified usernames into {{USERNAME}}. For verified
usernames, we replace its display name (or account name) with symbols {@}.
""",
dataset={
"path": "cardiffnlp/tweet_topic_single",
"revision": "87b7a0d1c402dbb481db649569c556d9aa27ac05",
},
reference="https://arxiv.org/abs/2209.09824",
type="Classification",
category="s2s",
eval_splits=["test_2021"],
eval_langs=["eng-Latn"],
main_score="accuracy",
date=("2019-09-01", "2021-08-31"),
form=["written"],
domains=["Social", "News"],
task_subtypes=["Topic classification"],
license="Other",
socioeconomic_status="medium",
annotations_creators="expert-annotated",
dialect=[],
text_creation="found",
bibtex_citation="""
@inproceedings{dimosthenis-etal-2022-twitter,
title = "{T}witter {T}opic {C}lassification",
author = "Antypas, Dimosthenis and
Ushio, Asahi and
Camacho-Collados, Jose and
Neves, Leonardo and
Silva, Vitor and
Barbieri, Francesco",
booktitle = "Proceedings of the 29th International Conference on Computational Linguistics",
month = oct,
year = "2022",
address = "Gyeongju, Republic of Korea",
publisher = "International Committee on Computational Linguistics"
}
""",
n_samples={"test_2021": 1693},
avg_character_length={"test_2021": 167.66},
)
def dataset_transform(self):
self.dataset["train"] = self.dataset["train_2021"]
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