GlobalNLI / README.md
vivekvermaiit's picture
Initial commit for GlobalNLI dataset
0fc9921
metadata
license: apache-2.0
language:
  - amh
  - ara
  - asm
  - aym
  - ben
  - bul
  - bzd
  - cat
  - cni
  - deu
  - ell
  - eng
  - ewe
  - fra
  - grn
  - guj
  - hau
  - hch
  - hin
  - ibo
  - ind
  - jpn
  - kan
  - kin
  - kor
  - lin
  - lug
  - mal
  - mar
  - mya
  - nah
  - ori
  - orm
  - oto
  - pan
  - pat
  - pol
  - por
  - quy
  - ron
  - rus
  - shp
  - sna
  - sot
  - spa
  - swa
  - tam
  - tar
  - tel
  - tha
  - tur
  - twi
  - urd
  - vie
  - wol
  - xho
  - yor
  - zho
  - zul
size_categories:
  - n<1K
multilinguality:
  - multilingual
pretty_name: globalnli
language_details: >-
  eng, amh, asm, aym, ara, ben, bul, bzd, cat, cni, deu, ell, ewe, fra, grn,
  guj, hau, hch, hin, ibo, ind, jpn, kan, kin, kor, lin, lug, mal, mar, mya,
  nah, ori, orm, oto, pan, pat, pol, por, quy, ron, rus, shp, sna, sot, spa,
  swa, tam, tar, tel, tha, tur, twi, urd, vie, wol, xho, yor, zho, zul
source_datasets:
  - >-
    XNLI, AfriXNLI, IndicXNLI, AmericasNLI [30], XNLI-ca, myXNLI, IndoNLI, JNLI
    , InferBR, sick_pl, JamPatoisNLI, KLUE, RoNLI.
tags:
  - global_nli
  - globalnli
task_categories:
  - text-classification
task_ids:
  - natural-language-inference
configs:
  - config_name: amh
    data_files:
      - split: validation
        path: data/amh/dev.csv
      - split: test
        path: data/amh/test.csv
  - config_name: ara
    data_files:
      - split: validation
        path: data/ara/dev.csv
      - split: test
        path: data/ara/test.csv
  - config_name: asm
    data_files:
      - split: validation
        path: data/asm/dev.csv
      - split: test
        path: data/asm/test.csv
  - config_name: aym
    data_files:
      - split: validation
        path: data/aym/dev.csv
      - split: test
        path: data/aym/test.csv
  - config_name: ben
    data_files:
      - split: validation
        path: data/ben/dev.csv
      - split: test
        path: data/ben/test.csv
  - config_name: bul
    data_files:
      - split: validation
        path: data/bul/dev.csv
      - split: test
        path: data/bul/test.csv
  - config_name: bzd
    data_files:
      - split: validation
        path: data/bzd/dev.csv
      - split: test
        path: data/bzd/test.csv
  - config_name: cat
    data_files:
      - split: validation
        path: data/cat/dev.csv
      - split: test
        path: data/cat/test.csv
  - config_name: cni
    data_files:
      - split: validation
        path: data/cni/dev.csv
      - split: test
        path: data/cni/test.csv
  - config_name: deu
    data_files:
      - split: validation
        path: data/deu/dev.csv
      - split: test
        path: data/deu/test.csv
  - config_name: ell
    data_files:
      - split: validation
        path: data/ell/dev.csv
      - split: test
        path: data/ell/test.csv
  - config_name: eng
    data_files:
      - split: validation
        path: data/eng/dev.csv
      - split: test
        path: data/eng/test.csv
  - config_name: ewe
    data_files:
      - split: validation
        path: data/ewe/dev.csv
      - split: test
        path: data/ewe/test.csv
  - config_name: fra
    data_files:
      - split: validation
        path: data/fra/dev.csv
      - split: test
        path: data/fra/test.csv
  - config_name: grn
    data_files:
      - split: validation
        path: data/grn/dev.csv
      - split: test
        path: data/grn/test.csv
  - config_name: guj
    data_files:
      - split: validation
        path: data/guj/dev.csv
      - split: test
        path: data/guj/test.csv
  - config_name: hau
    data_files:
      - split: validation
        path: data/hau/dev.csv
      - split: test
        path: data/hau/test.csv
  - config_name: hch
    data_files:
      - split: validation
        path: data/hch/dev.csv
      - split: test
        path: data/hch/test.csv
  - config_name: hin
    data_files:
      - split: validation
        path: data/hin/dev.csv
      - split: test
        path: data/hin/test.csv
  - config_name: ibo
    data_files:
      - split: validation
        path: data/ibo/dev.csv
      - split: test
        path: data/ibo/test.csv
  - config_name: ind
    data_files:
      - split: validation
        path: data/ind/dev.csv
      - split: test
        path: data/ind/test.csv
  - config_name: jpn
    data_files:
      - split: validation
        path: data/jpn/dev.csv
      - split: test
        path: data/jpn/test.csv
  - config_name: kan
    data_files:
      - split: validation
        path: data/kan/dev.csv
      - split: test
        path: data/kan/test.csv
  - config_name: kin
    data_files:
      - split: validation
        path: data/kin/dev.csv
      - split: test
        path: data/kin/test.csv
  - config_name: kor
    data_files:
      - split: validation
        path: data/kor/dev.csv
      - split: test
        path: data/kor/test.csv
  - config_name: lin
    data_files:
      - split: validation
        path: data/lin/dev.csv
      - split: test
        path: data/lin/test.csv
  - config_name: lug
    data_files:
      - split: validation
        path: data/lug/dev.csv
      - split: test
        path: data/lug/test.csv
  - config_name: mal
    data_files:
      - split: validation
        path: data/mal/dev.csv
      - split: test
        path: data/mal/test.csv
  - config_name: mar
    data_files:
      - split: validation
        path: data/mar/dev.csv
      - split: test
        path: data/mar/test.csv
  - config_name: mya
    data_files:
      - split: validation
        path: data/mya/dev.csv
      - split: test
        path: data/mya/test.csv
  - config_name: nah
    data_files:
      - split: validation
        path: data/nah/dev.csv
      - split: test
        path: data/nah/test.csv
  - config_name: ori
    data_files:
      - split: validation
        path: data/ori/dev.csv
      - split: test
        path: data/ori/test.csv
  - config_name: orm
    data_files:
      - split: validation
        path: data/orm/dev.csv
      - split: test
        path: data/orm/test.csv
  - config_name: oto
    data_files:
      - split: validation
        path: data/oto/dev.csv
      - split: test
        path: data/oto/test.csv
  - config_name: pan
    data_files:
      - split: validation
        path: data/pan/dev.csv
      - split: test
        path: data/pan/test.csv
  - config_name: pat
    data_files:
      - split: validation
        path: data/pat/dev.csv
      - split: test
        path: data/pat/test.csv
  - config_name: pol
    data_files:
      - split: validation
        path: data/pol/dev.csv
      - split: test
        path: data/pol/test.csv
  - config_name: por
    data_files:
      - split: validation
        path: data/por/dev.csv
      - split: test
        path: data/por/test.csv
  - config_name: quy
    data_files:
      - split: validation
        path: data/quy/dev.csv
      - split: test
        path: data/quy/test.csv
  - config_name: ron
    data_files:
      - split: validation
        path: data/ron/dev.csv
      - split: test
        path: data/ron/test.csv
  - config_name: rus
    data_files:
      - split: validation
        path: data/rus/dev.csv
      - split: test
        path: data/rus/test.csv
  - config_name: shp
    data_files:
      - split: validation
        path: data/shp/dev.csv
      - split: test
        path: data/shp/test.csv
  - config_name: sna
    data_files:
      - split: validation
        path: data/sna/dev.csv
      - split: test
        path: data/sna/test.csv
  - config_name: sot
    data_files:
      - split: validation
        path: data/sot/dev.csv
      - split: test
        path: data/sot/test.csv
  - config_name: spa
    data_files:
      - split: validation
        path: data/spa/dev.csv
      - split: test
        path: data/spa/test.csv
  - config_name: swa
    data_files:
      - split: validation
        path: data/swa/dev.csv
      - split: test
        path: data/swa/test.csv
  - config_name: tam
    data_files:
      - split: validation
        path: data/tam/dev.csv
      - split: test
        path: data/tam/test.csv
  - config_name: tar
    data_files:
      - split: validation
        path: data/tar/dev.csv
      - split: test
        path: data/tar/test.csv
  - config_name: tel
    data_files:
      - split: validation
        path: data/tel/dev.csv
      - split: test
        path: data/tel/test.csv
  - config_name: tha
    data_files:
      - split: validation
        path: data/tha/dev.csv
      - split: test
        path: data/tha/test.csv
  - config_name: tur
    data_files:
      - split: validation
        path: data/tur/dev.csv
      - split: test
        path: data/tur/test.csv
  - config_name: twi
    data_files:
      - split: validation
        path: data/twi/dev.csv
      - split: test
        path: data/twi/test.csv
  - config_name: urd
    data_files:
      - split: validation
        path: data/urd/dev.csv
      - split: test
        path: data/urd/test.csv
  - config_name: vie
    data_files:
      - split: validation
        path: data/vie/dev.csv
      - split: test
        path: data/vie/test.csv
  - config_name: wol
    data_files:
      - split: validation
        path: data/wol/dev.csv
      - split: test
        path: data/wol/test.csv
  - config_name: xho
    data_files:
      - split: validation
        path: data/xho/dev.csv
      - split: test
        path: data/xho/test.csv
  - config_name: yor
    data_files:
      - split: validation
        path: data/yor/dev.csv
      - split: test
        path: data/yor/test.csv
  - config_name: zho
    data_files:
      - split: validation
        path: data/zho/dev.csv
      - split: test
        path: data/zho/test.csv
  - config_name: zul
    data_files:
      - split: validation
        path: data/zul/dev.csv
      - split: test
        path: data/zul/test.csv

Dataset Card for global_nli

Table of Contents

Dataset Description

Dataset Summary

Global NLI is a new text-based benchmark based on the aggregation of existing NLI datasets that are publicly available.

Languages

There are 59 languages available :

{ 'amh': 'Amharic', 'ara': 'Arabic', 'asm': 'Assamese', 'aym': 'Aymara', 'ben': 'Bengali', 'bul': 'Bulgarian', 'bzd': 'Bribri', 'cat': 'Catalan', 'cni': 'Asháninka', 'deu': 'German', 'ell': 'Greek', 'eng': 'English', 'ewe': 'Ewe', 'fra': 'French', 'grn': 'Guarani', 'guj': 'Gujarati', 'hau': 'Hausa', 'hch': 'Wixarika', 'hin': 'Hindi', 'ibo': 'Igbo', 'ind': 'Indonesian', 'jpn': 'Japanese', 'kan': 'Kannada', 'kin': 'Kinyarwanda', 'kor': 'Korean', 'lin': 'Lingala', 'lug': 'Luganda', 'mal': 'Malayalam', 'mar': 'Marathi', 'mya': 'Burmese', 'nah': 'Nahuatl', 'ori': 'Odia (Oriya)', 'orm': 'Oromo', 'oto': 'Otomi', 'pan': 'Punjabi', 'pat': 'Jamaican Patois', 'pol': 'Polish', 'por': 'Portuguese', 'quy': 'Quechua', 'ron': 'Romanian', 'rus': 'Russian', 'shp': 'Shipibo-Conibo', 'sna': 'chiShona', 'sot': 'Sesotho', 'spa': 'Spanish', 'swa': 'Swahili', 'tam': 'Tamil', 'tar': 'Rarámuri', 'tel': 'Telugu', 'tha': 'Thai', 'tur': 'Turkish', 'twi': 'Twi', 'urd': 'Urdu', 'vie': 'Vietnamese', 'wol': 'Wolof', 'xho': 'isiXhosa', 'yor': 'Yoruba', 'zho': 'Chinese', 'zul': 'isiZulu' }

Dataset Structure

Data Instances

The examples look like this for English:

from datasets import load_dataset
data = load_dataset('McGill-NLP/GlobalNLI', 'eng') 
# Please, specify the language code
# A data point example is below:
{
'premise': 'The doors were locked when we went in.',
'hypothesis': 'All of the doors were open.',
'label': 0
}

Data Fields

  • premise: a multilingual string variable,
  • hypothesis: a multilingual string variable,
  • label: a classification label, with possible values including entailment (0), neutral (1), contradiction (2).

Data Splits

All languages have two splits, dev and test set.

The splits have the following sizes :

Language validation test
English 30 600