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Kok-Seng Wong

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#machine learning Preprint Sep 2026

REVA: Reusable Evidence View Aggregation for Context-Efficient RAG Serving

This work revisits RAG compression from a data-mining perspective by aggregating historical query--document--model interactions into reusable evidence views and proposes Reusable Evidence View Aggregation (REVA), a framework that mines the target generator's historical attention traces into a document-keyed, budget-agn...

T. Nguyen, Qi-Ran Hu, Ban-Ruo Liu et al. · 0 citations

PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers

This work introduces PRISM (Peer Review Intelligence via Structured Multi-dimensional assessment), a benchmarking framework that evaluates review quality across four dimensions: Depth of Analysis, Novelty Assessment, Law Identification&Major Issues Prioritization, and Multi-dimensional Constructiveness.

Ngoc Phan Phuoc Loc, Toan Huynh La Viet, Thanh Tran Khanh et al. · 6 citations · ⚡1

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