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The paper proposes the PhysRSI-eval benchmark, employing a five-axis metric system: first-attempt performance, efficiency, success rate, budget consumption, and the ability to improve from failure.
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10/20/2026
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UnverifiedExperiments on open-source LLMs reported in the paper show that adopting the optimal threshold strategy can achieve substantial cost reductions while meeting pre-specified performance budgets.62% similarUnverifiedThe paper formalizes the problem as: minimizing expected inference cost subject to meeting a target performance constraint.61% similarUnverifiedThe strategy of "marking a keyframe every N frames" allows control over the trade-off between precision and efficiency; the smaller the value of N, the higher the precision but the smaller the efficiency gain.61% similarUnverified推荐的务实路线是分阶段推进:先用阈值方法建立性能基线,待数据积累且不对称代价损失显著后再升级到POMDP61% similar
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