irds/beir_trec-covid

`beir/trec-covid`数据集由`ir-datasets`包提供，包含171,332个文档（`docs`）、50个查询（`queries`）和66,336个相关性评估（`qrels`）。该数据集用于信息检索任务，特别是与COVID-19相关的研究。

原始信息汇总

数据集概述

数据集名称

beir/trec-covid

数据来源

由ir-datasets提供。

数据内容

• 文档 (docs): 包含171,332个文档，每个文档包含doc_id, text, title, url, pubmed_id等信息。
• 查询 (queries): 包含50个查询，每个查询包含query_id, text, query, narrative等信息。
• 相关性评估 (qrels): 包含66,336个相关性评估记录，每个记录包含query_id, doc_id, relevance, iteration等信息。

使用示例

python from datasets import load_dataset

docs = load_dataset(irds/beir_trec-covid, docs) queries = load_dataset(irds/beir_trec-covid, queries) qrels = load_dataset(irds/beir_trec-covid, qrels)

引用信息

@article{Wang2020Cord19, title={CORD-19: The Covid-19 Open Research Dataset}, author={Lucy Lu Wang and Kyle Lo and Yoganand Chandrasekhar and Russell Reas and Jiangjiang Yang and Darrin Eide and K. Funk and Rodney Michael Kinney and Ziyang Liu and W. Merrill and P. Mooney and D. Murdick and Devvret Rishi and Jerry Sheehan and Zhihong Shen and B. Stilson and A. Wade and K. Wang and Christopher Wilhelm and Boya Xie and D. Raymond and Daniel S. Weld and Oren Etzioni and Sebastian Kohlmeier}, journal={ArXiv}, year={2020} } @article{Voorhees2020TrecCovid, title={TREC-COVID: Constructing a Pandemic Information Retrieval Test Collection}, author={E. Voorhees and Tasmeer Alam and Steven Bedrick and Dina Demner-Fushman and W. Hersh and Kyle Lo and Kirk Roberts and I. Soboroff and Lucy Lu Wang}, journal={ArXiv}, year={2020}, volume={abs/2005.04474} } @article{Thakur2021Beir, title = "BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models", author = "Thakur, Nandan and Reimers, Nils and Rücklé, Andreas and Srivastava, Abhishek and Gurevych, Iryna", journal= "arXiv preprint arXiv:2104.08663", month = "4", year = "2021", url = "https://arxiv.org/abs/2104.08663", }