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}, )