EXCISE adds two small query-side modules and a demotion rule to frozen ColBERT indexes, raising exclusion success@10 on ExcluIR from 0.058 to 0.691 without re-indexing and without losing ordinary retrieval quality on its strongest backbone.
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EXCISE: Query-Side Exclusion for Late-Interaction Retrieval
EXCISE adds two small query-side modules and a demotion rule to frozen ColBERT indexes, raising exclusion success@10 on ExcluIR from 0.058 to 0.691 without re-indexing and without losing ordinary retrieval quality on its strongest backbone.