Datasets:

hotchpotch
/

NanoBEIR-pt-with-bm25

query-id stringlengths 23 41	corpus-ids listlengths 100 100
test-culture-ascidfakhba-pro04a	[ "test-culture-ascidfakhba-pro04a", "test-culture-ascidfakhba-pro03a", "test-culture-ascidfakhba-pro02a", "test-culture-ascidfakhba-pro04b", "test-digital-freedoms-piidfiphwu-pro01a", "test-culture-ascidfakhba-pro01a", "test-science-ascidfakhba-pro04b", "test-culture-ascidfakhba-con03a", "training-di...
test-culture-mthbah-pro02a	[ "test-culture-mthbah-pro02a", "test-culture-mthbah-pro02b", "training-education-shbpshrpe-pro01a", "test-economy-egppphbcb-pro01b", "test-culture-mmctghwbsa-con04a", "training-health-mthwhwbpd-con01a", "test-culture-mthbah-con02b", "test-culture-mthbah-pro04a", "training-health-hgwhwilfepe-pro02a", ...
test-culture-mthbah-pro05a	[ "test-culture-mthbah-pro05a", "training-law-cpshbsdcc-con02a", "validation-science-cpecshmpj-con02a", "training-law-ucgllghwbg-pro06a", "validation-education-sthbmsnbcs-con01a", "validation-education-sthbmsnbcs-con03b", "training-culture-cgmmcthbrt-pro02a", "test-health-ahiahbgbsp-con01a", "training...
test-culture-thbcsbptwhht-pro04a	[ "test-culture-thbcsbptwhht-pro02a", "test-culture-thbcsbptwhht-con02b", "test-culture-thbcsbptwhht-pro01a", "test-culture-thbcsbptwhht-pro03a", "test-culture-thbcsbptwhht-pro04b", "test-culture-thbcsbptwhht-con01a", "training-culture-tphwpac-pro02a", "test-culture-thbcsbptwhht-con03a", "test-educati...
test-culture-tlhrilsfhwr-pro01a	[ "test-culture-tlhrilsfhwr-pro01a", "test-society-tlhrilsfhwr-pro01b", "test-culture-tlhrilsfhwr-pro01b", "test-society-tlhrilsfhwr-pro04b", "test-culture-tlhrilsfhwr-con03b", "test-culture-tlhrilsfhwr-pro02b", "test-society-tlhrilsfhwr-con03b", "test-culture-tlhrilsfhwr-con02a", "test-culture-tlhril...
test-digital-freedoms-dfiphbgs-pro01a	[ "test-digital-freedoms-dfiphbgs-con03a", "test-digital-freedoms-dfiphbgs-pro01b", "test-digital-freedoms-dfiphbgs-con02b", "training-digital-freedoms-ifakhbwfg-pro02a", "test-culture-mmctghwbsa-con02b", "training-international-gsciidfi-con03a", "training-digital-freedoms-fehwiwcb-pro03a", "training-di...
test-economy-beplcpdffe-con04a	[ "test-economy-beplcpdffe-con05b", "test-economy-beplcpdffe-pro03a", "test-economy-beplcpdffe-pro04a", "training-law-ucgllghwbg-pro06a", "test-economy-beplcpdffe-con04b", "training-law-ucgllghwbg-pro01b", "training-law-ucgllghwbg-con02a", "test-economy-beplcpdffe-pro02a", "test-economy-beplcpdffe-pro...
test-economy-egecegphw-pro02a	[ "test-economy-egecegphw-pro02a", "test-economy-egecegphw-pro01a", "test-economy-egecegphw-pro02b", "test-economy-egecegphw-pro01b", "test-economy-egecegphw-con02a", "test-economy-egecegphw-con02b", "training-international-ipeegiahw-pro02a", "training-international-agphwen-con03b", "test-society-tsmi...
test-economy-egppphbcb-pro01a	[ "test-economy-egppphbcb-pro01a", "test-economy-egppphbcb-pro01b", "training-digital-freedoms-phwbtoabup-con01a", "training-economy-epegppphw-con03a", "training-sport-ehcpssohwpup-con03b", "training-economy-epegppphw-con01a", "training-environment-pscisghwbs3-pro04a", "training-education-shbpshrpe-pro0...
test-economy-egppphbcb-pro03a	[ "test-economy-egppphbcb-pro03a", "test-economy-egppphbcb-pro03b", "training-economy-bepeghbnmw-con02a", "training-culture-tpghwam-con01a", "training-free-speech-debate-ifcidffe-pro02a", "test-free-speech-debate-ldhwbmclg-con03b", "training-digital-freedoms-dfaihbssp-pro01a", "test-economy-eptpghdtre-c...
test-economy-epegiahsc-pro02a	[ "test-economy-epegiahsc-con04a", "training-economy-feghbgft-con04a", "test-economy-epegiahsc-con02a", "test-international-ehbfe-pro03a", "test-economy-epegiahsc-pro02b", "training-law-ilhwpoa9apus-con02a", "training-economy-fiaghwewsco-con03b", "training-international-ghweunsc-pro04a", "training-int...
test-economy-epiasghbf-con01a	[ "test-economy-epiasghbf-con01a", "test-economy-epiasghbf-con03a", "test-society-epiasghbf-con01b", "test-society-epiasghbf-con02b", "test-economy-epiasghbf-con02a", "test-society-ghbgqeaaems-pro02a", "training-health-dssiahwlswo-pro05b", "training-society-esgfhbhsbpt-pro03a", "test-economy-epiasghbf...
test-economy-eptpghdtre-pro02a	[ "test-economy-eptpghdtre-con01a", "test-economy-eptpghdtre-pro02b", "training-society-ihwgaii-pro02b", "test-economy-eptpghdtre-con03a", "training-economy-egppgghwgo-pro03a", "training-politics-pggvhbopam-pro03a", "test-politics-ghbgussbsbt-con03a", "validation-politics-gvhwauec-pro05a", "training-i...
test-education-egscphsrdt-con01a	[ "test-education-egscphsrdt-con01a", "test-education-egscphsrdt-pro03b", "test-education-egscphsrdt-con02a", "test-education-egscphsrdt-con03b", "test-education-egscphsrdt-pro02a", "test-education-egscphsrdt-pro02b", "test-law-tahglcphsld-con02a", "training-sport-ehcpssohwpup-pro03a", "test-law-tahgl...
test-education-pstrgsehwt-pro03a	[ "test-education-pstrgsehwt-pro03b", "training-science-gsehbehdc-con03a", "test-education-pstrgsehwt-pro02a", "test-education-pstrgsehwt-con01a", "test-society-asfhwapg-pro01b", "test-education-pstrgsehwt-pro01a", "test-religion-yercfrggms-pro04a", "training-free-speech-debate-fkhbtcptww-con04a", "te...
test-education-ughbuesbf-con03a	[ "training-education-uhwecpuu-pro03b", "training-education-uhwecpuu-con02a", "test-education-egtuscpih-pro05a", "training-education-uhwecpuu-pro02a", "test-international-atiahblit-pro01b", "test-education-egtuscpih-pro03a", "test-education-pteuhwfphe-con03a", "validation-economy-eehwpsstbm-pro04a", "...
test-education-usuprmhbu-con02a	[ "test-education-usuprmhbu-con02b", "test-philosophy-npppmhwup-pro03a", "test-philosophy-npppmhwup-pro04a", "test-philosophy-npppmhwup-pro03b", "test-education-usuprmhbu-con01b", "validation-politics-pggsghwip-con04b", "test-philosophy-npppmhwup-pro02a", "test-education-usuprmhbu-pro02b", "test-philo...
test-free-speech-debate-ldhwprhs-pro02a	[ "validation-free-speech-debate-nshwcb-pro01a", "training-religion-fmshbrdmhg-pro02a", "test-digital-freedoms-aihwbasmn-pro01a", "training-culture-amcghbmgvaw-con03b", "training-law-ueegllghwhsl-con02b", "validation-free-speech-debate-nshwcb-pro02b", "test-free-speech-debate-ldhwbmclg-pro02a", "trainin...
test-free-speech-debate-yfsdfkhbwu-pro02a	[ "test-law-sdiflhrdffe-pro03a", "test-free-speech-debate-yfsdfkhbwu-pro03a", "training-free-speech-debate-fchbnhampi-con01b", "test-politics-gvhwhnerse-con04a", "validation-free-speech-debate-fchbcuilre-pro02a", "test-education-udfakusma-pro04a", "test-international-bmaggiahbl-pro01a", "test-free-speec...
test-health-ahiahbgbsp-pro02a	[ "test-health-ahiahbgbsp-pro05a", "training-health-ahghhwdsas-pro04b", "test-economy-bhahwbsps-con01a", "test-health-ahiahbgbsp-pro01b", "test-economy-bhahwbsps-con01b", "training-health-ahghhwdsas-pro03b", "test-economy-bhahwbsps-pro02b", "training-health-adhgphwfrs-pro03a", "training-sport-ehcpssoh...
test-health-dhghhbampt-con01a	[ "training-health-hpessghwgt-pro02a", "test-health-dhghhbampt-pro01b", "test-health-dhghhbampt-pro01a", "test-health-dhghhbampt-pro02a", "training-health-ahghhwdsas-con04a", "training-health-bhhghwapc-pro02a", "test-health-dhghhbampt-con01b", "test-philosophy-elhbrd-pro03b", "training-health-bhhghwap...
test-health-dhghwapgd-con01a	[ "test-health-dhghwapgd-con01b", "test-health-dhiacihwph-con01b", "test-health-dhiacihwph-pro03a", "training-health-bhhghwapc-con03a", "test-health-dhiacihwph-con03a", "test-health-dhiacihwph-con02a", "test-health-dhghwapgd-pro03b", "test-health-dhiacihwph-pro02b", "training-health-bhhghwapc-con02a",...
test-health-dhiacihwph-pro01a	[ "test-health-dhiacihwph-pro02b", "test-health-dhiacihwph-con01b", "test-health-dhiacihwph-con03a", "test-health-dhiacihwph-con02a", "test-health-dhiacihwph-pro04a", "test-health-dhiacihwph-con03b", "test-health-dhiacihwph-pro03a", "training-health-bhhghwapc-con03a", "test-health-dhiacihwph-pro01b", ...
test-health-hgwhwbjfs-pro03a	[ "training-education-psthwbh-pro01b", "test-health-hgwhwbjfs-pro03b", "test-health-hgwhwbjfs-con01a", "training-education-shbpshrpe-con01b", "test-education-pshhghwpba0-pro02b", "test-education-egscphsrdt-con02a", "training-education-testlchbp-con03b", "test-health-hgwhwbjfs-pro02a", "training-econom...
test-international-aghbfcpspr-pro03a	[ "test-international-aghbfcpspr-pro03a", "test-international-aghbfcpspr-con02b", "test-international-aghbfcpspr-con03a", "test-international-aghbfcpspr-con03b", "test-international-aghbfcpspr-pro03b", "test-international-aghbfcpspr-con04a", "test-international-aghbfcpspr-con02a", "test-culture-thbcsbpt...
test-international-amehbuaisji-con04a	[ "test-international-amehbuaisji-con04a", "training-international-alilhbassw-con03a", "test-law-umtlilhotac-con02a", "test-philosophy-eppphwlrtjs-con03a", "test-international-amehbuaisji-con04b", "training-law-ilhwpoa9apus-pro01b", "test-law-hrilpgwhwr-pro01a", "test-law-lghwpcctcc-pro02a", "test-law...
test-international-appghblsba-con03a	[ "test-international-appghblsba-con03a", "test-international-appghblsba-pro03a", "test-international-appghblsba-con03b", "test-international-appghblsba-con01a", "test-international-appghblsba-con02b", "test-international-appghblsba-con02a", "test-international-appghblsba-pro03b", "test-sport-aastshsrqs...
test-international-gmehwasr-con03a	[ "test-international-gmehwasr-con05a", "training-international-amehbncag-con02b", "test-international-gmehwasr-pro03a", "training-free-speech-debate-ldigrrg-pro02b", "validation-politics-dhwdtnw-con04a", "test-international-gmehwasr-pro05b", "test-politics-oglilpdwhsn-con03b", "training-international-a...
test-international-gmehwasr-pro05a	[ "test-international-gmehwasr-pro03a", "validation-international-mewhwakapps-con02a", "validation-international-mewhwakapps-con03a", "test-international-gmehwasr-pro02a", "training-international-aptwhbfri-con01a", "training-politics-oamepwhbwi-con03b", "test-international-gmehwasr-con05a", "validation-...
test-international-gpdwhwcusa-pro03a	[ "test-international-gpdwhwcusa-pro03a", "test-international-gpdwhwcusa-pro03b", "test-international-gpdwhwcusa-pro02a", "test-international-gpdwhwcusa-con03a", "test-international-gpdwhwcusa-con04b", "test-international-gpdwhwcusa-con05b", "training-international-ygiadwmhb-pro03b", "training-internati...
test-international-ipecfiepg-con02a	[ "test-international-ipecfiepg-pro01b", "test-international-ipecfiepg-pro03b", "test-international-ipecfiepg-con04b", "test-politics-cpecfiepg-con04b", "test-politics-cpecfiepg-pro02b", "validation-international-ehwlavpiems-pro03a", "test-international-ipecfiepg-pro02a", "test-international-ipecfiepg-c...
test-international-siacphbnt-pro01a	[ "test-international-siacphbnt-pro01a", "test-international-miasimyhw-con02a", "training-society-ihwgaii-pro02b", "test-international-siacphbnt-pro01b", "training-society-fygspsmy-pro04a", "test-society-epiasghbf-pro01b", "training-economy-bepeechbem-con02a", "training-economy-bepeechbem-con01a", "tr...
test-international-siacphbnt-pro04a	[ "test-international-siacphbnt-con03b", "test-international-siacphbnt-con02b", "test-international-siacphbnt-pro02a", "test-international-atiahblit-pro02a", "test-international-siacphbnt-pro01a", "validation-health-hpiahbps-pro01a", "test-international-siacphbnt-pro05a", "test-international-atiahblit-p...
test-law-lgplhbssbco-pro02a	[ "test-law-lgplhbssbco-pro02b", "test-health-dhpelhbass-con02b", "test-law-lgplhbssbco-con03b", "test-philosophy-apessghwba-pro05b", "test-health-dhpelhbass-pro01a", "training-law-ueegllghwhsl-pro03a", "training-philosophy-epwhbtcbstjw-pro02b", "training-law-lgpisyhwhcdt-pro01a", "training-philosophy...
test-law-phwmfri-con03a	[ "test-law-phwmfri-pro02b", "test-law-phwmfri-pro03a", "test-politics-ypppgvhwmv-con02b", "test-law-phwmfri-con01b", "training-health-ahghhwdsas-pro02b", "training-law-cpphwlpvo-pro01a", "test-law-phwmfri-con02b", "training-law-lgpcpao-pro04a", "test-politics-ypppgvhwmv-con02a", "training-law-cpphw...
test-law-phwmfri-pro01a	[ "test-law-phwmfri-pro01b", "test-law-phwmfri-pro03a", "test-law-phwmfri-pro02b", "training-law-lgpcpao-pro04a", "test-law-phwmfri-con03b", "test-law-phwmfri-con01b", "training-law-cpphwlpvo-pro01a", "test-politics-ypppgvhwmv-con02b", "test-politics-ypppgvhwmv-con02a", "test-digital-freedoms-piidfi...
test-law-umtlilhotac-con02a	[ "test-law-umtlilhotac-con02a", "test-law-umtlilhotac-con02b", "test-philosophy-eppphwlrtjs-pro04a", "test-law-hrilpgwhwr-pro02a", "test-law-cpilhbishioe-con02b", "test-law-hrilpgwhwr-con02a", "test-law-umtlilhotac-con03a", "training-law-hrilhwpwc-pro03a", "test-international-amehbuaisji-con04b", "...
test-philosophy-elhbrd-pro03a	[ "test-philosophy-elhbrd-con03a", "test-law-lgplhbssbco-con03a", "validation-philosophy-ehbidachsb-con03a", "test-philosophy-elhbrd-con03b", "test-health-hpehwadvoee-pro02b", "test-philosophy-elhbrd-pro03b", "test-health-dhpelhbass-con02b", "test-health-dhpelhbass-pro01a", "test-health-dhpelhbass-con...
test-politics-cpegiepgh-con01a	[ "test-politics-cpegiepgh-con01a", "test-politics-cpegiepgh-con01b", "test-politics-cpegiepgh-pro01a", "test-politics-cpegiepgh-pro02b", "test-politics-cpegiepgh-pro01b", "training-international-ehbbsgier-con04a", "training-international-ehbbsgier-pro04b", "training-international-ehbbsgier-con01a", "...
test-politics-glghssi-pro03a	[ "test-politics-glghssi-pro01a", "training-international-eppgglghb-pro03a", "training-international-eppgglghb-con03a", "training-international-eppgglghb-pro01a", "test-politics-glghssi-con01a", "training-international-eppgglghb-con01a", "test-politics-glghssi-pro03b", "training-environment-cephwcear-co...
test-politics-gvhbhlsbr-con04a	[ "training-politics-pggllgvhwa-con03b", "test-politics-gvhbhlsbr-pro03b", "test-politics-gvhbhlsbr-pro03a", "test-politics-gvhbhlsbr-con04b", "training-politics-ghbuhsbap-pro02b", "test-politics-gvhbhlsbr-pro04b", "training-politics-ghbuhsbap-con01a", "test-politics-gvhbhlsbr-pro01b", "training-polit...
test-politics-lghwdecm-con02a	[ "test-politics-lghwdecm-pro02a", "test-politics-lghwdecm-con02b", "test-politics-lghwdecm-pro01a", "test-politics-lghwdecm-con01a", "training-politics-pggvhbopam-pro01b", "training-philosophy-eppppghwe-con04a", "training-politics-pgghwbnap-pro01b", "test-politics-lghwdecm-pro02b", "validation-digita...
test-politics-oapdhwinkp-con01a	[ "test-politics-oapdhwinkp-con01a", "test-politics-oapdhwinkp-con01b", "training-international-agdhwiafrk-pro01a", "validation-politics-dhwdtnw-con02b", "validation-international-mewhwakapps-con03b", "training-international-ghbowramrlw-pro05b", "training-law-ilpwhbujufp-con02a", "training-free-speech-d...
test-politics-ypppgvhwmv-con03a	[ "test-politics-ypppgvhwmv-con03a", "training-politics-vhwlva1-pro03b", "test-politics-ypppgvhwmv-pro02a", "training-politics-pgglgvhciu-con03a", "validation-digital-freedoms-gthwaueai-pro01a", "training-politics-pgghwbnap-pro01b", "training-politics-pggllgvhwa-con03b", "training-politics-pgghwbnap-pro...
test-politics-ypppgvhwmv-pro03a	[ "test-politics-ypppgvhwmv-pro03a", "test-politics-ypppgvhwmv-pro03b", "training-politics-pggllgvhwa-pro03a", "test-politics-epvhbfsmsaop-con03b", "training-philosophy-pphsipd-pro04b", "training-politics-pgghwbnap-pro01a", "training-politics-yppplhbmlgl-con01a", "training-politics-pggvhbopam-pro03a", ...
test-religion-grcrgshwbr-pro03a	[ "test-politics-grcrgshwbr-pro03a", "test-politics-grcrgshwbr-pro01a", "training-religion-fmshbrdmhg-pro01a", "test-politics-grcrgshwbr-pro03b", "test-religion-grcrgshwbr-pro03b", "test-politics-grcrgshwbr-pro01b", "training-religion-frgsbnaofcs-con01b", "training-religion-frgsbnaofcs-pro03b", "test-...
test-religion-msgfhwbamec-con02a	[ "test-religion-msgfhwbamec-con02a", "test-religion-grcrgshwbr-pro03b", "test-politics-grcrgshwbr-pro03b", "training-religion-frgsbnaofcs-pro03b", "test-politics-grcrgshwbr-pro03a", "test-politics-grcrgshwbr-pro01a", "training-free-speech-debate-nvhbfemir-con02a", "training-religion-frgsbnaofcs-con01b"...
test-science-wsihwclscaaw-con01a	[ "test-science-wsihwclscaaw-pro01a", "test-science-wsihwclscaaw-pro02a", "training-politics-dwdfiphwut-pro03a", "training-digital-freedoms-fehwiwcb-pro03b", "test-science-wsihwclscaaw-con01b", "test-science-wsihwclscaaw-con02b", "test-international-ghwcitca-con02b", "training-politics-dwdfiphwut-pro01b...
test-society-epiasghbf-con04a	[ "test-society-epiasghbf-pro01b", "test-economy-egiahbwaka-pro01a", "validation-politics-pggsghwip-pro01b", "training-international-ipiasgfih-pro04b", "test-economy-epiasghbf-pro03b", "test-health-dhgsshbesbc-con02a", "validation-society-gfhbcimrst-pro04b", "training-sport-mosgtshwawcs-con01a", "test...
test-sport-otshwbe2uuyt-con03a	[ "test-sport-otshwbe2uuyt-pro03a", "test-sport-otshwbe2uuyt-con02a", "test-sport-otshwbe2uuyt-con03b", "test-sport-otshwbe2uuyt-con04a", "training-law-hrilhwsyh-con01a", "training-law-hrilhwsyh-con03a", "training-international-egilpwhbrh-con03a", "training-international-ehbesefe-pro04a", "training-in...

🚧 This dataset is currently under construction. Specifications may change.

NanoBEIR-pt (with bm25 subset)

A BM25-first retrieval subset derived from lightonai/NanoBEIR-pt for reproducible NanoBEIR evaluation.

What this dataset is

Language: pt
BM25 top-k: 100
Number of evaluation splits: 13
This folder contains generated BM25 retrieval results and reproducibility metadata.

Data structure

corpus: _id, text
queries: _id, text
qrels: query-id, corpus-id, score
bm25: query-id, corpus-ids (A bm25 subset is included for first-stage retrieval and reranking experiments.)

BM25 baseline scores

Scope	nDCG@10	nDCG@100
13-split average	0.5085	0.5546

Selected BM25 algorithm

Item	Value
Mode	`nltk_stem_stop`
Details	NLTK snowball stemming + stopword removal

Subset names

Split names: NanoArguAna, NanoClimateFEVER, NanoDBPedia, NanoFEVER, NanoFiQA2018, NanoHotpotQA, NanoMSMARCO, NanoNFCorpus, NanoNQ, NanoQuoraRetrieval, NanoSCIDOCS, NanoSciFact, NanoTouche2020
Config names in this output folder: bm25

BM25 split-level baseline (`nDCG`)

Split	nDCG@10	nDCG@100
`NanoArguAna`	0.4160	0.4545
`NanoClimateFEVER`	0.2869	0.3630
`NanoDBPedia`	0.6148	0.6640
`NanoFEVER`	0.8040	0.8236
`NanoFiQA2018`	0.2811	0.3631
`NanoHotpotQA`	0.7726	0.7936
`NanoMSMARCO`	0.4120	0.4714
`NanoNFCorpus`	0.3354	0.2566
`NanoNQ`	0.3872	0.4724
`NanoQuoraRetrieval`	0.7242	0.7490
`NanoSCIDOCS`	0.3030	0.3990
`NanoSciFact`	0.7172	0.7385
`NanoTouche2020`	0.5555	0.6615