评估语义搜索相关性

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参考文献

Introduction to Information Retrieval, Christopher D. Manning, Prabhakar Raghavan, and Hinrich Schütze, 2008 (Cambridge University Press) - 一本信息检索理论的经典教材，详细介绍了排名评估指标。
Cumulated gain-based evaluation of IR techniques, Kalervo Järvelin and Jaana Kekäläinen, 2002 ACM Transactions on Information Systems (ACM TOIS), Vol. 20 (ACM) DOI: 10.1145/582415.582418 - 介绍并详细阐述了归一化折现累积增益 (NDCG) 指标，这是评估分级相关性排名检索系统的标准。
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset, 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, 2016 Proceedings of the Neural Information Processing Systems (NIPS) Workshop on Conversational AI DOI: 10.48550/arXiv.1611.09268 - 描述了MS MARCO数据集，这是一个大规模集合，广泛用于训练和评估信息检索及阅读理解系统，包含相关性判断。
Neural Information Retrieval: A Review, Sean MacAvaney, Daniel Cohen, Nazir Nayal, and Andrew Yates, 2020 Foundations and Trends® in Information Retrieval, Vol. 14 (now publishers) DOI: 10.1561/1500000072 - 提供了现代神经信息检索的全面概述，涵盖了这些系统特有的评估实践和问题。