ABNIRML: Analyzing the Behavior of Neural IR Models
MacAvaney S, Feldman S, Goharian N, Downey D, Cohan A. ABNIRML: Analyzing the Behavior of Neural IR Models. Transactions Of The Association For Computational Linguistics 2022, 10: 224-239. DOI: 10.1162/tacl_a_00457.Peer-Reviewed Original ResearchNeural IR modelsLanguage modelBase language modelNeural ranking modelsContextual language modelsIR modelExtensive empirical studyRanking modelsModel trainingLinguistic informationSensitivity to wordUnintended biasWriting styleComprehensive frameworkEmpirical studiesBERTQueryModel gainsFrameworkWordsParaphrasingModel
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