FEA-Bench / testbed /embeddings-benchmark__mteb /mteb /tasks /Classification /multilingual /SIB200Classification.py
| from __future__ import annotations | |
| from mteb.abstasks import AbsTaskClassification, MultilingualTask | |
| from mteb.abstasks.TaskMetadata import TaskMetadata | |
| _LANGS = { | |
| "ace_Latn": ["ace-Latn"], | |
| "acm_Arab": ["acm-Arab"], | |
| "acq_Arab": ["acq-Arab"], | |
| "aeb_Arab": ["aeb-Arab"], | |
| "afr_Latn": ["afr-Latn"], | |
| "ajp_Arab": ["ajp-Arab"], | |
| "aka_Latn": ["aka-Latn"], | |
| "als_Latn": ["als-Latn"], | |
| "amh_Ethi": ["amh-Ethi"], | |
| "apc_Arab": ["apc-Arab"], | |
| "arb_Latn": ["arb-Latn"], | |
| "ars_Arab": ["ars-Arab"], | |
| "ary_Arab": ["ary-Arab"], | |
| "arz_Arab": ["arz-Arab"], | |
| "asm_Beng": ["asm-Beng"], | |
| "ast_Latn": ["ast-Latn"], | |
| "awa_Deva": ["awa-Deva"], | |
| "ayr_Latn": ["ayr-Latn"], | |
| "azb_Arab": ["azb-Arab"], | |
| "azj_Latn": ["azj-Latn"], | |
| "bak_Cyrl": ["bak-Cyrl"], | |
| "bam_Latn": ["bam-Latn"], | |
| "ban_Latn": ["ban-Latn"], | |
| "bel_Cyrl": ["bel-Cyrl"], | |
| "bem_Latn": ["bem-Latn"], | |
| "ben_Beng": ["ben-Beng"], | |
| "bho_Deva": ["bho-Deva"], | |
| "bjn_Latn": ["bjn-Latn"], | |
| "bod_Tibt": ["bod-Tibt"], | |
| "bos_Latn": ["bos-Latn"], | |
| "bug_Latn": ["bug-Latn"], | |
| "bul_Cyrl": ["bul-Cyrl"], | |
| "cat_Latn": ["cat-Latn"], | |
| "ceb_Latn": ["ceb-Latn"], | |
| "ces_Latn": ["ces-Latn"], | |
| "cjk_Latn": ["cjk-Latn"], | |
| "ckb_Arab": ["ckb-Arab"], | |
| "crh_Latn": ["crh-Latn"], | |
| "cym_Latn": ["cym-Latn"], | |
| "dan_Latn": ["dan-Latn"], | |
| "deu_Latn": ["deu-Latn"], | |
| "dik_Latn": ["dik-Latn"], | |
| "dyu_Latn": ["dyu-Latn"], | |
| "dzo_Tibt": ["dzo-Tibt"], | |
| "ell_Grek": ["ell-Grek"], | |
| "eng_Latn": ["eng-Latn"], | |
| "epo_Latn": ["epo-Latn"], | |
| "est_Latn": ["est-Latn"], | |
| "eus_Latn": ["eus-Latn"], | |
| "ewe_Latn": ["ewe-Latn"], | |
| "fao_Latn": ["fao-Latn"], | |
| "fij_Latn": ["fij-Latn"], | |
| "fin_Latn": ["fin-Latn"], | |
| "fon_Latn": ["fon-Latn"], | |
| "fra_Latn": ["fra-Latn"], | |
| "fur_Latn": ["fur-Latn"], | |
| "fuv_Latn": ["fuv-Latn"], | |
| "gaz_Latn": ["gaz-Latn"], | |
| "gla_Latn": ["gla-Latn"], | |
| "gle_Latn": ["gle-Latn"], | |
| "glg_Latn": ["glg-Latn"], | |
| "grn_Latn": ["grn-Latn"], | |
| "guj_Gujr": ["guj-Gujr"], | |
| "hat_Latn": ["hat-Latn"], | |
| "hau_Latn": ["hau-Latn"], | |
| "heb_Hebr": ["heb-Hebr"], | |
| "hin_Deva": ["hin-Deva"], | |
| "hne_Deva": ["hne-Deva"], | |
| "hrv_Latn": ["hrv-Latn"], | |
| "hun_Latn": ["hun-Latn"], | |
| "hye_Armn": ["hye-Armn"], | |
| "ibo_Latn": ["ibo-Latn"], | |
| "ilo_Latn": ["ilo-Latn"], | |
| "ind_Latn": ["ind-Latn"], | |
| "isl_Latn": ["isl-Latn"], | |
| "ita_Latn": ["ita-Latn"], | |
| "jav_Latn": ["jav-Latn"], | |
| "jpn_Jpan": ["jpn-Jpan"], | |
| "kab_Latn": ["kab-Latn"], | |
| "kac_Latn": ["kac-Latn"], | |
| "kam_Latn": ["kam-Latn"], | |
| "kan_Knda": ["kan-Knda"], | |
| "kas_Deva": ["kas-Deva"], | |
| "kat_Geor": ["kat-Geor"], | |
| "kaz_Cyrl": ["kaz-Cyrl"], | |
| "kbp_Latn": ["kbp-Latn"], | |
| "kea_Latn": ["kea-Latn"], | |
| "khk_Cyrl": ["khk-Cyrl"], | |
| "khm_Khmr": ["khm-Khmr"], | |
| "kik_Latn": ["kik-Latn"], | |
| "kin_Latn": ["kin-Latn"], | |
| "kir_Cyrl": ["kir-Cyrl"], | |
| "kmb_Latn": ["kmb-Latn"], | |
| "kmr_Latn": ["kmr-Latn"], | |
| "knc_Latn": ["knc-Latn"], | |
| "kon_Latn": ["kon-Latn"], | |
| "kor_Hang": ["kor-Hang"], | |
| "lao_Laoo": ["lao-Laoo"], | |
| "lij_Latn": ["lij-Latn"], | |
| "lim_Latn": ["lim-Latn"], | |
| "lin_Latn": ["lin-Latn"], | |
| "lit_Latn": ["lit-Latn"], | |
| "lmo_Latn": ["lmo-Latn"], | |
| "ltg_Latn": ["ltg-Latn"], | |
| "ltz_Latn": ["ltz-Latn"], | |
| "lua_Latn": ["lua-Latn"], | |
| "lug_Latn": ["lug-Latn"], | |
| "luo_Latn": ["luo-Latn"], | |
| "lus_Latn": ["lus-Latn"], | |
| "lvs_Latn": ["lvs-Latn"], | |
| "mag_Deva": ["mag-Deva"], | |
| "mai_Deva": ["mai-Deva"], | |
| "mal_Mlym": ["mal-Mlym"], | |
| "mar_Deva": ["mar-Deva"], | |
| "min_Latn": ["min-Latn"], | |
| "mkd_Cyrl": ["mkd-Cyrl"], | |
| "mlt_Latn": ["mlt-Latn"], | |
| "mni_Beng": ["mni-Beng"], | |
| "mos_Latn": ["mos-Latn"], | |
| "mri_Latn": ["mri-Latn"], | |
| "mya_Mymr": ["mya-Mymr"], | |
| "nld_Latn": ["nld-Latn"], | |
| "nno_Latn": ["nno-Latn"], | |
| "nob_Latn": ["nob-Latn"], | |
| "npi_Deva": ["npi-Deva"], | |
| "nqo_Nkoo": ["nqo-Nkoo"], | |
| "nso_Latn": ["nso-Latn"], | |
| "nus_Latn": ["nus-Latn"], | |
| "nya_Latn": ["nya-Latn"], | |
| "oci_Latn": ["oci-Latn"], | |
| "ory_Orya": ["ory-Orya"], | |
| "pag_Latn": ["pag-Latn"], | |
| "pan_Guru": ["pan-Guru"], | |
| "pap_Latn": ["pap-Latn"], | |
| "pbt_Arab": ["pbt-Arab"], | |
| "pes_Arab": ["pes-Arab"], | |
| "plt_Latn": ["plt-Latn"], | |
| "pol_Latn": ["pol-Latn"], | |
| "por_Latn": ["por-Latn"], | |
| "prs_Arab": ["prs-Arab"], | |
| "quy_Latn": ["quy-Latn"], | |
| "ron_Latn": ["ron-Latn"], | |
| "run_Latn": ["run-Latn"], | |
| "rus_Cyrl": ["rus-Cyrl"], | |
| "sag_Latn": ["sag-Latn"], | |
| "san_Deva": ["san-Deva"], | |
| "sat_Olck": ["sat-Olck"], | |
| "scn_Latn": ["scn-Latn"], | |
| "shn_Mymr": ["shn-Mymr"], | |
| "sin_Sinh": ["sin-Sinh"], | |
| "slk_Latn": ["slk-Latn"], | |
| "slv_Latn": ["slv-Latn"], | |
| "smo_Latn": ["smo-Latn"], | |
| "sna_Latn": ["sna-Latn"], | |
| "snd_Arab": ["snd-Arab"], | |
| "som_Latn": ["som-Latn"], | |
| "sot_Latn": ["sot-Latn"], | |
| "spa_Latn": ["spa-Latn"], | |
| "srd_Latn": ["srd-Latn"], | |
| "srp_Cyrl": ["srp-Cyrl"], | |
| "ssw_Latn": ["ssw-Latn"], | |
| "sun_Latn": ["sun-Latn"], | |
| "swe_Latn": ["swe-Latn"], | |
| "swh_Latn": ["swh-Latn"], | |
| "szl_Latn": ["szl-Latn"], | |
| "tam_Taml": ["tam-Taml"], | |
| "taq_Tfng": ["taq-Tfng"], | |
| "tat_Cyrl": ["tat-Cyrl"], | |
| "tel_Telu": ["tel-Telu"], | |
| "tgk_Cyrl": ["tgk-Cyrl"], | |
| "tgl_Latn": ["tgl-Latn"], | |
| "tha_Thai": ["tha-Thai"], | |
| "tir_Ethi": ["tir-Ethi"], | |
| "tpi_Latn": ["tpi-Latn"], | |
| "tsn_Latn": ["tsn-Latn"], | |
| "tso_Latn": ["tso-Latn"], | |
| "tuk_Latn": ["tuk-Latn"], | |
| "tum_Latn": ["tum-Latn"], | |
| "tur_Latn": ["tur-Latn"], | |
| "twi_Latn": ["twi-Latn"], | |
| "tzm_Tfng": ["tzm-Tfng"], | |
| "uig_Arab": ["uig-Arab"], | |
| "ukr_Cyrl": ["ukr-Cyrl"], | |
| "umb_Latn": ["umb-Latn"], | |
| "urd_Arab": ["urd-Arab"], | |
| "uzn_Latn": ["uzn-Latn"], | |
| "vec_Latn": ["vec-Latn"], | |
| "vie_Latn": ["vie-Latn"], | |
| "war_Latn": ["war-Latn"], | |
| "wol_Latn": ["wol-Latn"], | |
| "xho_Latn": ["xho-Latn"], | |
| "ydd_Hebr": ["ydd-Hebr"], | |
| "yor_Latn": ["yor-Latn"], | |
| "yue_Hant": ["yue-Hant"], | |
| "zho_Hant": ["zho-Hant"], | |
| "zsm_Latn": ["zsm-Latn"], | |
| "zul_Latn": ["zul-Latn"], | |
| } | |
| class SIB200Classification(MultilingualTask, AbsTaskClassification): | |
| metadata = TaskMetadata( | |
| name="SIB200Classification", | |
| description="""SIB-200 is the largest publicly available topic classification | |
| dataset based on Flores-200 covering 205 languages and dialects annotated. The dataset is | |
| annotated in English for the topics, science/technology, travel, politics, sports, | |
| health, entertainment, and geography. The labels are then transferred to the other languages | |
| in Flores-200 which are machine-translated. | |
| """, | |
| reference="https://arxiv.org/abs/2309.07445", | |
| dataset={ | |
| "path": "mteb/sib200", | |
| "revision": "a74d7350ea12af010cfb1c21e34f1f81fd2e615b", | |
| }, | |
| type="Classification", | |
| category="s2s", | |
| eval_splits=["train", "validation", "test"], | |
| eval_langs=_LANGS, | |
| main_score="accuracy", | |
| date=("2023-09-14", "2024-01-27"), | |
| form=["written"], | |
| domains=["News"], | |
| task_subtypes=["Topic classification"], | |
| license="cc-by-sa-4.0", | |
| socioeconomic_status="high", | |
| annotations_creators="expert-annotated", # expert annotated for English --> human translations | |
| dialect=[], | |
| text_creation="human-translated and localized", | |
| bibtex_citation="""@article{adelani2023sib, | |
| title={SIB-200: A simple, inclusive, and big evaluation dataset for topic classification in 200+ languages and dialects}, | |
| author={Adelani, David Ifeoluwa and Liu, Hannah and Shen, Xiaoyu and Vassilyev, Nikita and Alabi, Jesujoba O and Mao, Yanke and Gao, Haonan and Lee, Annie En-Shiun}, | |
| journal={arXiv preprint arXiv:2309.07445}, | |
| year={2023} | |
| }""", | |
| n_samples={"train": 701, "validation": 99, "test": 204}, | |
| avg_character_length={"train": 111.24, "validation": 97.11, "test": 135.53}, | |
| ) | |
| def dataset_transform(self): | |
| for lang in self.dataset.keys(): | |
| self.dataset[lang] = self.dataset[lang].class_encode_column("category") | |
| self.dataset[lang] = self.dataset[lang].rename_columns( | |
| {"category": "label"} | |
| ) | |
| self.dataset[lang] = self.dataset[lang].remove_columns(["index_id"]) | |