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LLM-as-a-Verifier is a simple, cheap, general-purpose self-improvement technique for agentic tasks, using fine-grained scoring and logprob-based ranking to achieve SOTA on multiple benchmarks like SWE-Bench Verified and Terminal-Bench V2.