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Early belief drift in LLMs can be corrected through innovative resampling techniques, leading to a more stable and coherent predictive process.
By jointly processing candidate solutions, the Multi-Sequence Verifier slashes LLM latency in parallel test-time scaling by 50% while maintaining accuracy.