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Yu-Ning Han

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#artificial intelligence Review Sep 2026

LatentSift: Policy-State Filtering for Token-Efficient Verification of Software Engineering Agents

Test-time scaling improves software engineering agents by generating multiple candidate trajectories and selecting the best one. Verifying and selecting among these long interactions can consume as many tokens as generation itself. Existing hybrid workflows first apply an LLM-based execution-free (EF) verifier to filte...

Yu-Ning Han, Yangchenchen Jin, Tyler Jandreau et al. · 0 citations

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