irds/beir_msmarco_dev

`beir/msmarco/dev`数据集由ir-datasets包提供，主要用于文本检索任务。该数据集包含6,980个查询（即主题）和7,437个相关性评估（qrels）。文档（docs）需要从`irds/beir_msmarco`数据集中获取。使用该数据集时，可以通过`datasets`库加载查询和相关性评估数据。

原始信息汇总

数据集概述

数据集名称

beir/msmarco/dev

数据来源

由ir-datasets提供。

数据内容

• queries: 查询语句，共6,980条。
• qrels: 相关性评估，共7,437条。
• docs: 文档数据，需从irds/beir_msmarco获取。

使用示例

python from datasets import load_dataset

queries = load_dataset(irds/beir_msmarco_dev, queries) for record in queries: record # {query_id: ..., text: ...}

qrels = load_dataset(irds/beir_msmarco_dev, qrels) for record in qrels: record # {query_id: ..., doc_id: ..., relevance: ..., iteration: ...}

引用信息

@inproceedings{Bajaj2016Msmarco, title={MS MARCO: A Human Generated MAchine Reading COmprehension Dataset}, author={Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, Mir Rosenberg, Xia Song, Alina Stoica, Saurabh Tiwary, Tong Wang}, booktitle={InCoCo@NIPS}, year={2016} } @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", }