from __future__ import annotations from mteb.abstasks.TaskMetadata import TaskMetadata from ....abstasks import AbsTaskClassification, MultilingualTask _LANGUAGES = { "af": ["afr-Latn"], "am": ["amh-Ethi"], "ar": ["ara-Arab"], "az": ["aze-Latn"], "bn": ["ben-Beng"], "cy": ["cym-Latn"], "da": ["dan-Latn"], "de": ["deu-Latn"], "el": ["ell-Grek"], "en": ["eng-Latn"], "es": ["spa-Latn"], "fa": ["fas-Arab"], "fi": ["fin-Latn"], "fr": ["fra-Latn"], "he": ["heb-Hebr"], "hi": ["hin-Deva"], "hu": ["hun-Latn"], "hy": ["hye-Armn"], "id": ["ind-Latn"], "is": ["isl-Latn"], "it": ["ita-Latn"], "ja": ["jpn-Jpan"], "jv": ["jav-Latn"], "ka": ["kat-Geor"], "km": ["khm-Khmr"], "kn": ["kan-Knda"], "ko": ["kor-Kore"], "lv": ["lav-Latn"], "ml": ["mal-Mlym"], "mn": ["mon-Cyrl"], "ms": ["msa-Latn"], "my": ["mya-Mymr"], "nb": ["nob-Latn"], "nl": ["nld-Latn"], "pl": ["pol-Latn"], "pt": ["por-Latn"], "ro": ["ron-Latn"], "ru": ["rus-Cyrl"], "sl": ["slv-Latn"], "sq": ["sqi-Latn"], "sv": ["swe-Latn"], "sw": ["swa-Latn"], "ta": ["tam-Taml"], "te": ["tel-Telu"], "th": ["tha-Thai"], "tl": ["tgl-Latn"], "tr": ["tur-Latn"], "ur": ["urd-Arab"], "vi": ["vie-Latn"], "zh-CN": ["cmo-Hans"], "zh-TW": ["cmo-Hant"], } class MassiveIntentClassification(MultilingualTask, AbsTaskClassification): fast_loading = True metadata = TaskMetadata( name="MassiveIntentClassification", dataset={ "path": "mteb/amazon_massive_intent", "revision": "4672e20407010da34463acc759c162ca9734bca6", }, description="MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages", reference="https://arxiv.org/abs/2204.08582#:~:text=MASSIVE%20contains%201M%20realistic%2C%20parallel,diverse%20languages%20from%2029%20genera.", category="s2s", type="Classification", eval_splits=["validation", "test"], eval_langs=_LANGUAGES, main_score="accuracy", date=None, form=None, domains=None, task_subtypes=None, license=None, socioeconomic_status=None, annotations_creators=None, dialect=None, text_creation=None, bibtex_citation=None, n_samples={"validation": 2033, "test": 2974}, avg_character_length={"validation": 34.8, "test": 34.6}, )