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verbal-critique

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Verbal Process Supervision (VPS) Boosts LLM Reasoning to 94.9%

Verbal Process Supervision (VPS) uses structured natural-language critique to improve LLM reasoning performance, achieving 94.9% on GPQA Diamond without training.

Apr 25, 2026 8 min read siego237

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Verbal Process Supervision (VPS) Boosts LLM Reasoning to 94.9%