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Thinking tokens may create an illusion of deliberation in reasoning models, but they often lock in decisions early, undermining safety efforts.
Achieving 100% success on challenging theorem proving tasks, Goedel-Architect redefines efficiency in formal proofs by leveraging natural language guidance and adaptive blueprint refinement.
Turn sparse binary rewards into dense supervision signals by having a model revise its own work, then distilling the revision strategy back into the original generation.
