File size: 2,593 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 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 | from __future__ import annotations
from mteb.abstasks.TaskMetadata import TaskMetadata
from ....abstasks import AbsTaskMultilabelClassification, MultilingualTask
class MultiEURLEXMultilabelClassification(
MultilingualTask, AbsTaskMultilabelClassification
):
metadata = TaskMetadata(
name="MultiEURLEXMultilabelClassification",
dataset={
"path": "mteb/eurlex-multilingual",
"revision": "2aea5a6dc8fdcfeca41d0fb963c0a338930bde5c",
},
description="EU laws in 23 EU languages containing gold labels.",
reference="https://huggingface.co/datasets/coastalcph/multi_eurlex",
category="p2p",
type="MultilabelClassification",
eval_splits=["test"],
eval_langs={
"en": ["eng-Latn"],
"de": ["deu-Latn"],
"fr": ["fra-Latn"],
"it": ["ita-Latn"],
"es": ["spa-Latn"],
"pl": ["pol-Latn"],
"ro": ["ron-Latn"],
"nl": ["nld-Latn"],
"el": ["ell-Grek"],
"hu": ["hun-Latn"],
"pt": ["por-Latn"],
"cs": ["ces-Latn"],
"sv": ["swe-Latn"],
"bg": ["bul-Cyrl"],
"da": ["dan-Latn"],
"fi": ["fin-Latn"],
"sk": ["slk-Latn"],
"lt": ["lit-Latn"],
"hr": ["hrv-Latn"],
"sl": ["slv-Latn"],
"et": ["est-Latn"],
"lv": ["lav-Latn"],
"mt": ["mlt-Latn"],
},
main_score="accuracy",
date=("1958-01-01", "2016-01-01"),
form=["written"],
domains=["Legal", "Government"],
task_subtypes=["Topic classification"],
license="CC BY-SA 4.0",
socioeconomic_status="high",
annotations_creators="expert-annotated",
dialect=[],
text_creation="found",
bibtex_citation="""
@InProceedings{chalkidis-etal-2021-multieurlex,
author = {Chalkidis, Ilias
and Fergadiotis, Manos
and Androutsopoulos, Ion},
title = {MultiEURLEX -- A multi-lingual and multi-label legal document
classification dataset for zero-shot cross-lingual transfer},
booktitle = {Proceedings of the 2021 Conference on Empirical Methods
in Natural Language Processing},
year = {2021},
publisher = {Association for Computational Linguistics},
location = {Punta Cana, Dominican Republic},
url = {https://arxiv.org/abs/2109.00904}
}
""",
n_samples={"test": 5000},
avg_character_length={"test": 12014.41},
)
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