BRIGHT's BM25 results come from query-side BM25 weighting rather than standard bag-of-words, and the paper shows this variant helps on the benchmark's long queries while shipping reproducible toolkits and a corpus audit.
V oorhees, and Ian Soboroff
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Lighting the Way for BRIGHT: Reproducible Baselines with Anserini, Pyserini, and RankLLM
BRIGHT's BM25 results come from query-side BM25 weighting rather than standard bag-of-words, and the paper shows this variant helps on the benchmark's long queries while shipping reproducible toolkits and a corpus audit.