Datasets:

hotchpotch
/

NanoBEIR-ar-with-bm25

query-id stringlengths 23 41	corpus-ids listlengths 100 100
test-culture-ascidfakhba-pro04a	[ "test-culture-ascidfakhba-pro04a", "training-international-mciahbncb-con01a", "test-digital-freedoms-piidfiphwu-pro01a", "test-digital-freedoms-eifpgdff-con03a", "test-culture-ascidfakhba-pro03a", "test-culture-ascidfakhba-pro01a", "test-culture-ascidfakhba-con01a", "training-environment-pscisghwbs3-p...
test-culture-mthbah-pro02a	[ "test-culture-mthbah-pro02a", "training-health-hgwhwilfepe-pro02a", "test-culture-mthbah-pro02b", "test-culture-mthbah-con02b", "training-education-shbpshrpe-pro01a", "test-digital-freedoms-phwnaccpdt-pro02b", "training-economy-epeeghbpw-con04a", "training-health-mthwhwbpd-con01a", "training-philoso...
test-culture-mthbah-pro05a	[ "test-culture-mthbah-pro05a", "training-law-cpshbsdcc-con02a", "training-law-ucgllghwbg-pro06a", "training-philosophy-lsgsgfhbpsb-pro03a", "training-law-ucgllghwbg-pro06b", "test-culture-mthbah-con03b", "training-culture-aeuhbdcaal-con03a", "training-environment-pscisghwbs3-con05a", "test-digital-fr...
test-culture-thbcsbptwhht-pro04a	[ "test-culture-thbcsbptwhht-pro02a", "test-culture-thbcsbptwhht-pro01a", "test-culture-thbcsbptwhht-con02b", "test-culture-thbcsbptwhht-con01a", "test-culture-thbcsbptwhht-pro04b", "test-culture-thbcsbptwhht-con03a", "test-international-aghbfcpspr-pro03a", "test-culture-thbcsbptwhht-con03b", "test-la...
test-culture-tlhrilsfhwr-pro01a	[ "test-culture-tlhrilsfhwr-pro01a", "test-society-tlhrilsfhwr-pro01b", "test-culture-tlhrilsfhwr-pro02b", "test-society-tlhrilsfhwr-con02b", "test-culture-tlhrilsfhwr-pro01b", "test-culture-tlhrilsfhwr-con02a", "test-culture-tlhrilsfhwr-pro04b", "test-society-tlhrilsfhwr-con03b", "test-culture-tlhril...
test-digital-freedoms-dfiphbgs-pro01a	[ "test-digital-freedoms-dfiphbgs-con03a", "test-digital-freedoms-dfiphbgs-pro01b", "test-digital-freedoms-dfiphbgs-con02b", "training-culture-mthspsb-pro01a", "training-digital-freedoms-ifakhbwfg-pro02a", "training-digital-freedoms-fehwiwcb-pro03a", "training-international-gsciidfi-con03a", "training-d...
test-economy-beplcpdffe-con04a	[ "training-law-ucgllghwbg-con02a", "test-economy-beplcpdffe-pro03a", "test-economy-beplcpdffe-pro02a", "training-law-ucgllghwbg-pro01b", "test-economy-beplcpdffe-con04b", "training-law-ucgllghwbg-con02b", "training-law-ucgllghwbg-pro06b", "training-law-ucgllghwbg-pro04a", "test-economy-beplcpdffe-con...
test-economy-egecegphw-pro02a	[ "test-economy-egecegphw-pro02a", "test-economy-egecegphw-pro01a", "test-economy-egecegphw-pro01b", "test-economy-egecegphw-pro02b", "test-economy-egecegphw-con02a", "test-philosophy-pphbclsbs-con04a", "training-economy-fegippghp-con02a", "test-economy-egecegphw-con02b", "training-international-agphw...
test-economy-egppphbcb-pro01a	[ "test-economy-egppphbcb-pro01a", "test-economy-egppphbcb-pro01b", "training-sport-mosgtshwawcs-pro02a", "training-sport-ehcpssohwpup-con03b", "training-economy-epegppphw-con01a", "test-politics-mtpghwaacb-con02a", "training-economy-bepeghbnmw-con02a", "training-economy-epehwacbr-pro02b", "training-e...
test-economy-egppphbcb-pro03a	[ "test-economy-egppphbcb-pro03a", "test-economy-egppphbcb-pro03b", "test-education-usuprmhbu-con01b", "test-health-hpehwadvoee-pro03a", "training-culture-tpghwam-con01a", "training-free-speech-debate-ifcidffe-pro02a", "training-international-ahwvys-pro03a", "training-digital-freedoms-gthwpffha-con02a",...
test-economy-epegiahsc-pro02a	[ "training-economy-ecegiehbe-pro04b", "training-economy-epiahbnhba-con01a", "training-economy-epiahbnhba-con04a", "training-economy-epiahbnhba-pro01a", "test-economy-epegiahsc-con04a", "training-economy-epiahbnhba-con04b", "training-economy-feghbgft-con04a", "validation-politics-ghbfsabun-pro01b", "t...
test-economy-epiasghbf-con01a	[ "test-economy-epiasghbf-con01a", "test-economy-epiasghbf-con01b", "test-society-epiasghbf-con01b", "test-economy-epiasghbf-con03a", "test-economy-epiasghbf-pro01a", "training-society-esgfhbhsbpt-pro03a", "training-international-ipiasgfih-con02a", "test-society-epiasghbf-pro03b", "test-economy-epiasg...
test-economy-eptpghdtre-pro02a	[ "test-economy-eptpghdtre-con01a", "test-politics-ghbgussbsbt-con03a", "training-politics-oamepdgtwh-con02b", "training-politics-pggvhbopam-pro03a", "training-politics-gvhbtnd-pro03a", "training-culture-tpghwam-con01a", "training-politics-oamepdgtwh-con02a", "training-economy-epfthwpebd-pro03a", "tra...
test-education-egscphsrdt-con01a	[ "test-education-egscphsrdt-con01a", "test-education-egscphsrdt-con02a", "test-education-egscphsrdt-pro03b", "test-education-egscphsrdt-pro02a", "test-education-egscphsrdt-con03b", "test-education-egscphsrdt-pro02b", "test-digital-freedoms-eifpgdff-pro01a", "training-sport-ehcpssohwpup-pro01b", "trai...
test-education-pstrgsehwt-pro03a	[ "test-education-pstrgsehwt-pro03b", "training-science-gsehbehdc-con03a", "test-education-pstrgsehwt-pro02a", "test-religion-yercfrggms-con03a", "test-religion-yercfrggms-pro02a", "training-environment-aelmmhbahr-con04a", "test-religion-yercfrggms-pro04a", "test-environment-aeghhgwpe-pro01a", "traini...
test-education-ughbuesbf-con03a	[ "training-education-uhwecpuu-con02a", "validation-economy-eehwpsstbm-pro04a", "training-economy-epeeghbpw-pro04b", "training-education-uhwecpuu-pro02a", "training-education-uhwecpuu-pro03b", "training-environment-pscisghwbs3-con04b", "training-culture-mthspsb-pro01a", "training-education-uhwecpuu-pro0...
test-education-usuprmhbu-con02a	[ "test-education-usuprmhbu-con02b", "test-politics-epvhbfsmsaop-con03a", "test-philosophy-npppmhwup-pro03b", "test-philosophy-npppmhwup-con01a", "test-religion-cmrsgfhbr-pro02a", "test-philosophy-npppmhwup-con01b", "training-economy-eptppppgh-pro02b", "training-international-alhrpsgmhb-con01b", "trai...
test-free-speech-debate-ldhwprhs-pro02a	[ "validation-free-speech-debate-nshwcb-pro01a", "training-international-alhrpsgmhb-con03a", "training-law-tllgrhwds-con04a", "training-religion-fmshbrdmhg-pro02a", "training-culture-amcghbmgvaw-con03b", "validation-society-gihbsosbcg-con03a", "test-free-speech-debate-ldhwprhs-pro02b", "test-digital-fre...
test-free-speech-debate-yfsdfkhbwu-pro02a	[ "test-education-ufsdfkhbwu-con02b", "test-free-speech-debate-yfsdfkhbwu-con02b", "test-law-sdiflhrdffe-pro03a", "test-law-sdiflhrdffe-con02a", "test-free-speech-debate-nshbcsbawc-pro04a", "training-environment-pscisghwbs3-con05a", "training-international-ghbssbupd-con03a", "training-free-speech-debate...
test-health-ahiahbgbsp-pro02a	[ "test-health-ahiahbgbsp-pro05a", "test-economy-bhahwbsps-con01b", "test-economy-bhahwbsps-con01a", "test-health-ahiahbgbsp-con03a", "training-health-ahghhwdsas-pro04b", "training-health-adhgphwfrs-pro02a", "training-sport-ehcpssohwpup-pro01b", "training-health-adhgphwfrs-pro01a", "training-health-ad...
test-health-dhghhbampt-con01a	[ "test-health-dhghhbampt-pro01b", "test-health-dhghhbampt-pro01a", "test-health-dhghhbampt-pro03b", "training-health-bhhghwapc-con01a", "training-health-hpessghwgt-pro02a", "test-health-dhghhbampt-pro02a", "training-health-bhhghwapc-con02b", "training-health-bhhghwapc-pro02a", "training-health-hpessg...
test-health-dhghwapgd-con01a	[ "test-health-dhghwapgd-con01b", "test-philosophy-apessghwba-con03a", "test-health-dhiacihwph-con01b", "training-health-bhhghwapc-pro02a", "test-health-dhiacihwph-con02a", "training-health-bhhghwapc-con03a", "test-health-dhiacihwph-con03b", "test-health-dhghwapgd-pro03b", "test-health-dhiacihwph-pro0...
test-health-dhiacihwph-pro01a	[ "test-health-dhiacihwph-con03a", "training-health-bhhghwapc-con03a", "test-health-dhiacihwph-con02a", "training-health-bhhghwapc-pro04a", "training-health-bhhghwapc-pro02a", "test-health-dhiacihwph-pro03a", "test-health-dhiacihwph-pro02b", "test-health-dhiacihwph-con01b", "training-international-gsc...
test-health-hgwhwbjfs-pro03a	[ "validation-education-egpsthwtj-con02a", "test-health-hgwhwbjfs-con01a", "training-education-shbpshrpe-con01b", "training-economy-epeeghbpw-pro04b", "training-education-psthwbh-pro01b", "test-health-hgwhwbjfs-pro01b", "test-health-hgwhwbjfs-con03a", "test-culture-cgeeghwmeo-pro02b", "training-educat...
test-international-aghbfcpspr-pro03a	[ "test-international-aghbfcpspr-pro03a", "test-international-aghbfcpspr-pro03b", "test-international-aghbfcpspr-pro01a", "test-international-aghbfcpspr-con03b", "test-international-aghbfcpspr-pro04b", "test-international-aghbfcpspr-con04a", "test-international-aghbfcpspr-pro02b", "training-law-hrpghwic...
test-international-amehbuaisji-con04a	[ "test-international-amehbuaisji-con04a", "test-law-hrilpgwhwr-pro01a", "test-international-amehbuaisji-con04b", "validation-law-hrilhbiccfg-con05a", "test-law-umtlilhotac-con02a", "validation-law-hrilphwcgbd-pro01a", "training-international-alilhbassw-con03a", "validation-law-lghrilthwdt-con05a", "v...
test-international-appghblsba-con03a	[ "test-international-appghblsba-con03a", "test-international-appghblsba-pro03a", "test-international-appghblsba-con02b", "test-international-appghblsba-con03b", "test-international-appghblsba-con02a", "test-international-appghblsba-con01a", "validation-society-gfhbcimrst-con01a", "training-health-ssiah...
test-international-gmehwasr-con03a	[ "test-politics-oglilpdwhsn-con03b", "validation-international-atwhwatw-con01a", "test-international-glilpdwhsn-pro02a", "training-international-amehbncag-pro04a", "test-international-gmehwasr-con05a", "training-law-ilpwhbujufp-con01a", "test-politics-dhbanhrnw-con03a", "validation-politics-dhwdtnw-con...
test-international-gmehwasr-pro05a	[ "validation-international-mewhwakapps-con02a", "training-international-glilhbmai-pro01b", "training-international-aptwhbfri-pro03b", "test-international-gmehwasr-pro02a", "test-international-gmehwasr-pro05b", "training-politics-thwnt-pro05a", "training-international-mehbcbiapts-pro03a", "validation-la...
test-international-gpdwhwcusa-pro03a	[ "test-international-gpdwhwcusa-pro03a", "test-international-gpdwhwcusa-pro02a", "test-international-gpdwhwcusa-pro03b", "test-international-gpdwhwcusa-con05b", "test-international-gpdwhwcusa-con03a", "training-international-aghbuidrch-con04a", "test-international-gpdwhwcusa-con04b", "test-politics-dhw...
test-international-ipecfiepg-con02a	[ "test-politics-cpecfiepg-pro02b", "test-international-ipecfiepg-con01a", "validation-international-ehwlavpiems-pro03a", "test-international-ipecfiepg-pro03b", "test-international-ipecfiepg-pro02a", "test-politics-cpecfiepg-con01b", "training-economy-epecfhwie-con03b", "test-international-ipecfiepg-pro...
test-international-siacphbnt-pro01a	[ "test-international-siacphbnt-pro01a", "training-economy-bepeechbem-pro01a", "test-international-siacphbnt-con04b", "training-economy-bepeechbem-pro02a", "training-society-fygspsmy-pro04a", "test-international-siacphbnt-pro01b", "training-economy-bepeechbem-con02a", "test-international-siacphbnt-pro02...
test-international-siacphbnt-pro04a	[ "test-international-siacphbnt-con03b", "training-digital-freedoms-aihbied-pro02a", "test-international-siacphbnt-con02b", "test-international-siacphbnt-pro02a", "test-international-siacphbnt-pro01a", "training-international-ipeegiahw-pro02a", "test-international-siacphbnt-con02a", "validation-health-h...
test-law-lgplhbssbco-pro02a	[ "test-health-dhpelhbass-con02b", "training-law-ueegllghwhsl-pro01b", "test-law-lgplhbssbco-pro02b", "training-law-ueegllghwhsl-pro01a", "test-health-dhpelhbass-con01b", "test-law-lgplhbssbco-con03b", "test-culture-ascidfakhba-con03a", "test-health-dhpelhbass-pro01a", "test-law-lgplhbssbco-con03a", ...
test-law-phwmfri-con03a	[ "test-law-phwmfri-con01b", "test-law-phwmfri-pro03a", "test-politics-ypppgvhwmv-con02b", "test-law-phwmfri-pro02b", "test-law-phwmfri-con02b", "test-politics-ypppgvhwmv-con02a", "training-law-cpphwlpvo-pro01a", "training-law-lgpcpao-pro04a", "training-health-sshwnasso-pro01a", "test-education-pteu...
test-law-phwmfri-pro01a	[ "test-law-phwmfri-pro01b", "training-law-lgpcpao-pro04a", "test-law-phwmfri-pro03a", "test-law-phwmfri-pro02b", "test-law-phwmfri-con01b", "training-law-cpphwlpvo-pro01a", "test-law-phwmfri-con03b", "test-politics-ypppgvhwmv-con02a", "training-economy-tppphwift-con03a", "training-education-eghbpsb...
test-law-umtlilhotac-con02a	[ "test-law-umtlilhotac-con02a", "test-law-umtlilhotac-con02b", "test-law-hrilpgwhwr-pro02a", "test-law-hrilpgwhwr-pro02b", "test-law-hrilpgwhwr-con01b", "training-international-alilhbibaa-con03a", "test-international-amehbuaisji-con04a", "validation-law-hrilhbiccfg-pro04b", "test-culture-tlhrilsfhwr-...
test-philosophy-elhbrd-pro03a	[ "validation-philosophy-ehbidachsb-con03a", "test-philosophy-elhbrd-pro03b", "training-science-ncpshwlucpc-con01b", "test-health-hdond-pro04b", "test-health-dhpelhbass-con01a", "test-law-lghbacpsba-pro05b", "test-health-dhpelhbass-pro01a", "validation-free-speech-debate-bphwpbsas-con04a", "training-l...
test-politics-cpegiepgh-con01a	[ "test-politics-cpegiepgh-con01a", "test-politics-cpegiepgh-pro01a", "test-politics-cpegiepgh-con01b", "test-politics-cpegiepgh-pro02b", "test-politics-cpegiepgh-pro01b", "training-international-ehbbsgier-con04a", "test-politics-cpecfiepg-con01b", "training-international-ehbbsgier-pro04b", "training-...
test-politics-glghssi-pro03a	[ "training-international-eppgglghb-pro03a", "training-international-eppgglghb-con01a", "training-international-eppgglghb-con03a", "training-international-eppgglghb-pro02a", "training-international-eppgglghb-pro01a", "test-politics-glghssi-con01a", "test-politics-glghssi-pro02b", "test-politics-glghssi-...
test-politics-gvhbhlsbr-con04a	[ "test-politics-gvhbhlsbr-pro03b", "training-politics-pgglgvhciu-con02a", "test-politics-gvhbhlsbr-pro03a", "training-international-eppgglghb-con02a", "validation-international-ahwdsac-pro05a", "test-international-gsciidffe-pro03b", "test-politics-ypppgvhwmv-con01b", "test-politics-gvhbhlsbr-pro04b", ...
test-politics-lghwdecm-con02a	[ "test-politics-lghwdecm-con02b", "validation-politics-pgvhwlacc-pro03a", "training-philosophy-eppppghwe-con04a", "training-politics-lvhwhauppsd-pro01b", "training-economy-egppgghwgo-pro03a", "test-politics-lghwdecm-pro02a", "training-politics-pgghwbnap-pro01a", "training-politics-pggvhbopam-con01a", ...
test-politics-oapdhwinkp-con01a	[ "test-politics-oapdhwinkp-con01a", "training-international-agdhwiafrk-pro01a", "test-politics-oapdhwinkp-con01b", "training-law-ilpwhbujufp-con02a", "test-international-eghrhbeusli-pro02a", "training-international-aeghbltcbra-con01a", "training-international-ghwascv-pro03a", "test-science-dssghsdmd-co...
test-politics-ypppgvhwmv-con03a	[ "test-politics-ypppgvhwmv-con03a", "test-politics-ypppgvhwmv-pro02a", "test-politics-ypppgvhwmv-pro03b", "training-politics-pggllgvhwa-con03a", "training-philosophy-pphsipd-pro04b", "training-international-epvhwav1ep-con04a", "training-politics-pggvhbopam-pro03a", "training-politics-eapvovrdcfu-pro02a...
test-politics-ypppgvhwmv-pro03a	[ "test-politics-ypppgvhwmv-pro03a", "test-politics-ypppgvhwmv-pro03b", "training-politics-pggvhwass-pro03a", "training-politics-pggvhbopam-pro03a", "training-politics-pggllgvhwa-pro03a", "training-politics-pgghwbnap-pro01a", "test-politics-ypppgvhwmv-con01b", "validation-digital-freedoms-phbphnrp-pro02...
test-religion-grcrgshwbr-pro03a	[ "test-politics-grcrgshwbr-pro03a", "test-politics-grcrgshwbr-pro01a", "test-politics-grcrgshwbr-pro01b", "test-politics-grcrgshwbr-con01b", "test-politics-grcrgshwbr-pro03b", "test-religion-grcrgshwbr-pro03b", "training-religion-frgsbnaofcs-pro03b", "training-religion-fmshbrdmhg-pro01a", "training-r...
test-religion-msgfhwbamec-con02a	[ "test-religion-msgfhwbamec-con02a", "training-free-speech-debate-nvhbfemir-con02a", "training-religion-frgsbnaofcs-pro03b", "test-politics-grcrgshwbr-pro03b", "training-environment-ahwbsawhnbsf-con04a", "test-free-speech-debate-nshbcsbawc-pro01a", "test-religion-msgfhwbamec-pro01a", "test-religion-grc...
test-science-wsihwclscaaw-con01a	[ "training-politics-dwdfiphwut-con04a", "test-science-wsihwclscaaw-pro02a", "test-science-wsihwclscaaw-pro01a", "test-international-ghwcitca-con01a", "test-digital-freedoms-eifpgdff-con01a", "training-politics-dwdfiphwut-pro02b", "training-digital-freedoms-fehwiwcb-pro03b", "test-science-wsihwclscaaw-c...
test-society-epiasghbf-con04a	[ "test-society-epiasghbf-pro01b", "training-politics-oapglvsghw-pro03b", "test-society-ghbgqeaaems-con01b", "test-economy-egiahbwaka-pro01a", "test-society-ghbgqeaaems-pro02a", "training-politics-oapglvsghw-pro02b", "training-philosophy-lsfhwnhc-pro06a", "test-economy-epiasghbf-pro03b", "training-spo...
test-sport-otshwbe2uuyt-con03a	[ "test-sport-otshwbe2uuyt-pro03a", "test-sport-otshwbe2uuyt-con03b", "test-sport-otshwbe2uuyt-con02a", "training-law-hrilhwsyh-con01a", "training-international-egilpwhbrh-pro02b", "training-international-egilpwhbrh-con03a", "test-sport-otshwbe2uuyt-con01b", "training-law-hrilhwsyh-con03a", "training-...

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

NanoBEIR-ar (with bm25 subset)

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

What this dataset is

Language: ar
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	0.4443	0.4993

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`	0.3605	0.4139
`NanoClimateFEVER`	0.2209	0.2944
`NanoDBPedia`	0.5271	0.6028
`NanoFEVER`	0.6575	0.6821
`NanoFiQA2018`	0.2858	0.3703
`NanoHotpotQA`	0.6589	0.6936
`NanoMSMARCO`	0.3233	0.4134
`NanoNFCorpus`	0.2714	0.2229
`NanoNQ`	0.4161	0.4735
`NanoQuoraRetrieval`	0.7395	0.7677
`NanoSCIDOCS`	0.2333	0.3372
`NanoSciFact`	0.6140	0.6282
`NanoTouche2020`	0.4677	0.5902