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LLM-as-an-Improver: Turning Verification into Better Candidates

This story is from 2026-09-18. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2609.19515v1 Announce Type: new Abstract: Verifier-based selection improves LLM performance by generating multiple candidate solutions and using a verifier to select the most promising one. However, existing methods typically treat verification only as a ranking step and discard its feedback…

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  1. 2026-09-18 04:00 · arXiv cs.AI
    LLM-as-an-Improver: Turning Verification into Better Candidates

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