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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01BeIR /nfcorpus-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/nfcorpus-qrels.texttext-retrieval100K<n<1M0 likes5.9k downloads4y agoHugging Face02BeIR /trec-covid-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/trec-covid-qrels.tabulartext-retrieval10K<n<100K1 likes1.6k downloads4y agoHugging Face03BeIR /arguana-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/arguana-qrels.texttext-retrieval1K<n<10K0 likes1.4k downloads4y agoHugging Face04BeIR /scidocs-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/scidocs-qrels.texttext-retrieval10K<n<100K0 likes1.2k downloads4y agoHugging Face05CoIR-Retrieval /codetrans-contest-qrelsEmploying the COIR evaluation framework's dataset version, utilize the code below for assessment: import coir from coir.data_loader import get_tasks from coir.evaluation import COIR from coir.models import YourCustomDEModel model_name = "intfloat/e5-base-v2" # Load the model model = YourCustomDEModel(model_name=model_name) # Get tasks #all task ["codetrans-dl","stackoverflow-qa","apps","codefeedback-mt","codefeedback-st","codetrans-contest","synthetic- # text2sql","cosqa","codesearchnet"… See the full description on the dataset page: https://huggingface.co/datasets/CoIR-Retrieval/codetrans-contest-qrels.text1K<n<10K0 likes697 downloads2y agoHugging Face06CoIR-Retrieval /codefeedback-st-qrels Dataset Card for "codefeedback-st-qrels" More Information needed text100K<n<1M0 likes667 downloads2y agoHugging Face07BeIR /nq-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/nq-qrels.texttext-retrieval1K<n<10K0 likes640 downloads4y agoHugging Face08BeIR /hotpotqa-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/hotpotqa-qrels.tabulartext-retrieval100K<n<1M1 likes547 downloads4y agoHugging Face09C-MTEB /T2Retrieval-qrels Dataset Card for "T2Retrieval-qrels" More Information needed text100K<n<1M1 likes474 downloads3y agoHugging Face10BeIR /fever-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/fever-qrels.tabulartext-retrieval100K<n<1M1 likes465 downloads4y agoHugging Face11BeIR /webis-touche2020-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/webis-touche2020-qrels.tabulartext-retrieval1K<n<10K0 likes399 downloads4y agoHugging Face12C-MTEB /DuRetrieval-qrels Dataset Card for "DuRetrieval-qrels" More Information needed text1K<n<10K1 likes361 downloads3y agoHugging Face13CoIR-Retrieval /cosqa-qrels Dataset Card for "cosqa-qrels" More Information needed text10K<n<100K0 likes355 downloads2y agoHugging Face14CoIR-Retrieval /codetrans-dl-qrels Dataset Card for "codetrans-dl-qrels" More Information needed textn<1K0 likes324 downloads2y agoHugging Face15mteb /germanquad-retrieval-qrelsThis dataset is derived from the GermanQuAD dataset. This dataset takes the testset and represents it as qrels in the BEIR information retrieval benchmark format. Corpus and query ids have been added. The corresponding corpus can be found here. Full credit for the original dataset goes to the authors of the GermanQuAD dataset. The original dataset is licensed under CC BY-SA 4.0. Citation for the original dataset: @misc{möller2021germanquad, title={GermanQuAD and GermanDPR: Improving… See the full description on the dataset page: https://huggingface.co/datasets/mteb/germanquad-retrieval-qrels.text1K<n<10K0 likes321 downloads3y agoHugging Face16BeIR /dbpedia-entity-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/dbpedia-entity-qrels.texttext-retrieval10K<n<100K0 likes320 downloads4y agoHugging Face17ellamind /wikipedia-2023-11-retrieval-multilingual-qrelstext100K<n<1M0 likes317 downloads2y agoHugging Face18C-MTEB /CmedqaRetrieval-qrels Dataset Card for "CmedqaRetrieval-qrels" More Information needed text1K<n<10K0 likes214 downloads3y agoHugging Face19BeIR /climate-fever-qrels Dataset Card for BEIR Benchmark Dataset Summary BEIR is a heterogeneous benchmark that has been built from 18 diverse datasets representing 9 information retrieval tasks: Fact-checking: FEVER, Climate-FEVER, SciFact Question-Answering: NQ, HotpotQA, FiQA-2018 Bio-Medical IR: TREC-COVID, BioASQ, NFCorpus News Retrieval: TREC-NEWS, Robust04 Argument Retrieval: Touche-2020, ArguAna Duplicate Question Retrieval: Quora, CqaDupstack Citation-Prediction: SCIDOCS Tweet… See the full description on the dataset page: https://huggingface.co/datasets/BeIR/climate-fever-qrels.tabulartext-retrieval1K<n<10K0 likes212 downloads4y agoHugging Face20fitkovskaja /legal_search_2004_qrelstext10K<n<100K0 likes203 downloads6mo agoHugging Face21mjbommar /opengloss-v2.1-qrels Superseded by OpenGloss v2.2 (2026-09-08): 148,292 live lexemes and 288,304 senses — tier 5 closes the WordNet gap (38,100 entries imported from Princeton WordNet 3.0 and enriched), inflected-form headwords are folded onto their lemmas, and every inherited field carries a migrate provenance record. v2.1 stays published for reproducibility. OpenGloss v2.1 — Qrels A ready-to-score retrieval benchmark built from the release's own graph. The listwise config gives one query with… See the full description on the dataset page: https://huggingface.co/datasets/mjbommar/opengloss-v2.1-qrels.texttext-retrieval1M<n<10M0 likes189 downloads17d agoHugging Face22C-MTEB /MedicalRetrieval-qrels Dataset Card for "MedicalRetrieval-qrels" More Information needed text1K<n<10K1 likes184 downloads3y agoHugging Face23C-MTEB /CovidRetrieval-qrels Dataset Card for "CovidRetrieval-qrels" More Information needed textn<1K0 likes181 downloads3y agoHugging Face24C-MTEB /EcomRetrieval-qrels Dataset Card for "EcomRetrieval-qrels" More Information needed text1K<n<10K0 likes165 downloads3y agoHugging Face25C-MTEB /VideoRetrieval-qrels Dataset Card for "VideoRetrieval-qrels" More Information needed text1K<n<10K0 likes155 downloads3y agoHugging Face26C-MTEB /MMarcoRetrieval-qrels Dataset Card for "MMarcoRetrieval-qrels" More Information needed text1K<n<10K0 likes155 downloads3y agoHugging Face27mjbommar /opengloss-v2.0-qrels Superseded by OpenGloss v2.1 (2026-09-07): 109,633 lexemes and 250,003 live senses — twice this release's coverage — plus a new opengloss-v2.1-inflections form→lemma lookup. v2.0 stays published for reproducibility. OpenGloss v2.0 — Qrels A ready-to-score retrieval benchmark built from the release's own graph. The listwise config gives one query with its whole graded candidate list; the docs config is the document corpus those candidate ids address; and qrels.trec at the repo… See the full description on the dataset page: https://huggingface.co/datasets/mjbommar/opengloss-v2.0-qrels.texttext-retrieval1M<n<10M0 likes149 downloads18d agoHugging Face28CoIR-Retrieval /CodeSearchNet-ruby-qrelsEmploying the CoIR evaluation framework's dataset version, utilize the code below for assessment: import coir from coir.data_loader import get_tasks from coir.evaluation import COIR from coir.models import YourCustomDEModel model_name = "intfloat/e5-base-v2" # Load the model model = YourCustomDEModel(model_name=model_name) # Get tasks #all task ["codetrans-dl","stackoverflow-qa","apps","codefeedback-mt","codefeedback-st","codetrans-contest","synthetic- # text2sql","cosqa","codesearchnet"… See the full description on the dataset page: https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ruby-qrels.text10K<n<100K0 likes139 downloads2y agoHugging Face29CoIR-Retrieval /apps-qrels Dataset Card for "apps-qrels" More Information needed text1K<n<10K0 likes138 downloads2y agoHugging Face302001jdev /clinical-trials-trec-qrelstabular100K<n<1M1 likes135 downloads5mo agoHugging Face

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