Embeddings datasets ⚡️
Collection
This collection gather datasets for embeddings pre-training and fine-tuning.
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12 items
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Updated
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test-science-wsihwclscaaw-con01a
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test-science-wsihwclscaaw-con01b
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test-economy-eptpghdtre-pro02a
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test-economy-eptpghdtre-pro02b
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test-culture-mthbah-pro02a
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test-culture-mthbah-pro02b
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test-international-amehbuaisji-con04a
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test-international-amehbuaisji-con04b
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test-health-hgwhwbjfs-pro03a
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test-health-hgwhwbjfs-pro03b
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test-health-dhghwapgd-con01a
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test-health-dhghwapgd-con01b
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test-education-pstrgsehwt-pro03a
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test-education-pstrgsehwt-pro03b
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test-economy-epiasghbf-con01a
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test-economy-epiasghbf-con01b
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test-sport-otshwbe2uuyt-con03a
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test-sport-otshwbe2uuyt-con03b
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test-politics-gvhbhlsbr-con04a
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test-politics-gvhbhlsbr-con04b
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test-economy-egecegphw-pro02a
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test-economy-egecegphw-pro02b
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test-politics-ypppgvhwmv-pro03a
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test-politics-ypppgvhwmv-pro03b
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test-law-phwmfri-con03a
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test-law-phwmfri-con03b
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test-culture-tlhrilsfhwr-pro01a
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test-culture-tlhrilsfhwr-pro01b
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test-culture-thbcsbptwhht-pro04a
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test-culture-thbcsbptwhht-pro04b
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test-economy-egppphbcb-pro03a
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test-economy-egppphbcb-pro03b
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test-health-ahiahbgbsp-pro02a
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test-health-ahiahbgbsp-pro02b
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test-health-dhiacihwph-pro01a
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test-health-dhiacihwph-pro01b
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test-politics-cpegiepgh-con01a
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test-politics-cpegiepgh-con01b
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test-religion-grcrgshwbr-pro03a
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test-religion-grcrgshwbr-pro03b
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test-culture-mthbah-pro05a
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test-culture-mthbah-pro05b
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test-politics-oapdhwinkp-con01a
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test-politics-oapdhwinkp-con01b
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test-free-speech-debate-ldhwprhs-pro02a
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test-free-speech-debate-ldhwprhs-pro02b
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test-society-epiasghbf-con04a
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test-society-epiasghbf-con04b
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test-law-lgplhbssbco-pro02a
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test-law-lgplhbssbco-pro02b
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test-health-dhghhbampt-con01a
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test-health-dhghhbampt-con01b
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test-law-umtlilhotac-con02a
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test-law-umtlilhotac-con02b
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test-politics-ypppgvhwmv-con03a
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test-politics-ypppgvhwmv-con03b
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test-international-appghblsba-con03a
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test-international-appghblsba-con03b
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test-culture-ascidfakhba-pro04a
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test-culture-ascidfakhba-pro04b
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test-education-usuprmhbu-con02a
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test-education-usuprmhbu-con02b
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test-law-phwmfri-pro01a
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test-law-phwmfri-pro01b
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test-international-gmehwasr-pro05a
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test-international-gmehwasr-pro05b
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test-education-ughbuesbf-con03a
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test-education-ughbuesbf-con03b
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test-free-speech-debate-yfsdfkhbwu-pro02a
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test-free-speech-debate-yfsdfkhbwu-pro02b
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test-international-gmehwasr-con03a
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test-international-gmehwasr-con03b
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test-economy-egppphbcb-pro01a
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test-economy-egppphbcb-pro01b
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test-international-siacphbnt-pro04a
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test-international-siacphbnt-pro04b
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test-economy-epegiahsc-pro02a
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test-economy-epegiahsc-pro02b
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test-international-ipecfiepg-con02a
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test-international-ipecfiepg-con02b
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test-international-gpdwhwcusa-pro03a
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test-international-gpdwhwcusa-pro03b
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test-religion-msgfhwbamec-con02a
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test-religion-msgfhwbamec-con02b
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test-international-aghbfcpspr-pro03a
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test-international-aghbfcpspr-pro03b
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test-digital-freedoms-dfiphbgs-pro01a
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test-digital-freedoms-dfiphbgs-pro01b
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test-philosophy-elhbrd-pro03a
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test-philosophy-elhbrd-pro03b
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test-politics-glghssi-pro03a
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test-politics-glghssi-pro03b
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test-education-egscphsrdt-con01a
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test-education-egscphsrdt-con01b
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test-international-siacphbnt-pro01a
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test-international-siacphbnt-pro01b
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test-economy-beplcpdffe-con04a
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test-economy-beplcpdffe-con04b
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test-politics-lghwdecm-con02a
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test-politics-lghwdecm-con02b
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This multilingual collection is derived from the original English NanoBEIR datasets, which are smaller versions of BEIR datasets.
The compact size of these datasets makes them ideal for conducting quick and efficient evaluations during training. To facilitate broader research in cross-lingual information retrieval, our dataset has been machine-translated from the original English into eight additional languages: Arabic (ar), German (de), Spanish (es), French (fr), Italian (it), Norwegian (no), Portuguese (pt), and Swedish (sv).
The original dataset is available at zeta-alpha-ai.
from datasets import load_dataset
languages = [
"ar",
"de",
"en",
"es",
"fr",
"it",
"no",
"pt",
"sv",
]
datasets = [
"NanoArguAna",
"NanoClimateFEVER",
"NanoDBPedia",
"NanoFEVER",
"NanoFiQA2018",
"NanoHotpotQA",
"NanoMSMARCO",
"NanoNFCorpus",
"NanoNQ",
"NanoQuoraRetrieval",
"NanoSCIDOCS",
"NanoSciFact",
"NanoTouche2020",
]
language = "fr"
corpus = load_dataset(
"lightonai/nanobeir-multilingual",
f"NanoQuoraRetrieval_{language}",
split="corpus"
)
queries = load_dataset(
"lightonai/nanobeir-multilingual",
f"NanoQuoraRetrieval_{language}",
split="queries"
)
qrels = load_dataset(
"lightonai/nanobeir-multilingual",
"NanoQuoraRetrieval",
split="qrels"
)
@misc{nanobeir-multilingual,
author = {Sourty, Raphaël},
title = {NanoBeir-Multilingual: Multilingual version of NanoBeir for quick evaluation.},
year = {2025},
url = {https://huggingface.co/datasets/lightonai/nanobeir-multilingual}
}