File size: 2,313 Bytes
83d24b2 | 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 | from __future__ import annotations
from mteb.abstasks import AbsTaskClassification
from mteb.abstasks.TaskMetadata import TaskMetadata
class AfriSentiLangClassification(AbsTaskClassification):
metadata = TaskMetadata(
name="AfriSentiLangClassification",
description="AfriSentiLID is the largest LID classification dataset for African Languages.",
dataset={
"path": "HausaNLP/afrisenti-lid-data",
"revision": "f17cb5f3ec522ac604601fd09db9fd644ac66ca5",
},
reference="https://huggingface.co/datasets/HausaNLP/afrisenti-lid-data/",
type="Classification",
category="s2s",
eval_splits=["test"],
eval_langs=[
"amh-Ethi", # Amharic (Ethiopic script)
"arq-Arab",
"ary-Arab", # Moroccan Arabic, Standard Arabic (Arabic script)
"hau-Latn", # Hausa (Latin script), additional script if written in Ajami (Arabic script)
"ibo-Latn", # Igbo (Latin script)
"kin-Latn", # Kinyarwanda (Latin script)
"por-Latn", # Portuguese (Latin script)
"pcm-Latn", # Nigerian Pidgin (Latin script)
"swa-Latn", # Swahili (macrolanguage) (Latin script)
"twi-Latn", # Twi (Latin script)
"tso-Latn", # Tsonga (Latin script)
"yor-Latn", # Yoruba (Latin script)
],
main_score="accuracy",
date=("2023-07-04", "2023-08-04"),
form=["written"],
domains=["Social"],
task_subtypes=["Language identification"],
license="cc-by-nc-sa-4.0",
socioeconomic_status="low",
annotations_creators="derived",
dialect=[],
text_creation="found",
bibtex_citation="""
""",
n_samples={"test": 5754},
avg_character_length={"test": 77.84},
)
@property
def metadata_dict(self) -> dict[str, str]:
metadata_dict = super().metadata_dict
metadata_dict["n_experiments"] = 10
metadata_dict["samples_per_label"] = 32
return metadata_dict
def dataset_transform(self):
self.dataset = self.dataset.rename_column("tweet", "text")
self.dataset = self.stratified_subsampling(
self.dataset, seed=self.seed, splits=["test"]
)
|