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LLMs can achieve 3% higher accuracy in math reasoning while using 30% fewer tokens by explicitly rewarding efficient progress toward solutions, not just verbosity.
Forget brute-force search: this new framework lets LLMs plan tool use under strict budgets by reasoning about *intentions* and future costs, leading to much better task success.
