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Santhanam et al.: compressed late interaction with denoised supervision

Contribution grade

Memory-efficient neural retrieval · Human-designed research method or resource

Reference score105,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Coupled residual compression of multivector token representations with denoised supervision, reducing late-interaction index footprint while improving retrieval quality.

Scientific scope

Coupled residual compression of multivector token representations with denoised supervision, reducing late-interaction index footprint while improving retrieval quality. Late interaction is inherited from ColBERT. Quality/storage tradeoffs depend on index construction, data and evaluation.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Late interaction is inherited from ColBERT. Quality/storage tradeoffs depend on index construction, data and evaluation.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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