NanoDBPedia-bm25
收藏魔搭社区2025-10-09 更新2025-03-01 收录
下载链接:
https://modelscope.cn/datasets/sentence-transformers/NanoDBPedia-bm25
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# NanoBEIR DBPedia with BM25 rankings
This dataset is an updated variant of [NanoDBPedia](https://huggingface.co/datasets/zeta-alpha-ai/NanoDBPedia), which is a subset of the DBPedia dataset from the Benchmark for Information Retrieval (BEIR).
DBPedia was created as a subset of the rather large BEIR, designed to be more efficient to run. This dataset adds a `bm25-ranked-ids` column to the `relevance` subset, which contains a ranking of every single passage in the corpus to the query.
This dataset is used in Sentence Transformers for evaluating CrossEncoder (i.e. reranker) models on NanoBEIR by reranking the top *k* results from BM25.
# 带BM25排序结果的NanoBEIR DBPedia数据集
本数据集为[NanoDBPedia](https://huggingface.co/datasets/zeta-alpha-ai/NanoDBPedia)的更新变体,而NanoDBPedia是信息检索基准测试集(Benchmark for Information Retrieval,以下简称BEIR)中DBPedia数据集的子集。
DBPedia作为体量庞大的BEIR数据集的子集,专为优化运行效率而设计。本数据集在`relevance`子集内新增了`bm25-ranked-ids`列,该列存储了语料库中所有段落针对对应查询的排序结果。
该数据集被应用于Sentence Transformers框架,通过对BM25返回的前*k*项结果进行重排序,以在NanoBEIR基准上评估交叉编码器(CrossEncoder,即重排序模型)的性能。
提供机构:
maas
创建时间:
2025-02-26



