CAPS is a four-stage inference-only cascade that adapts how much of each solution the verifier sees and how comparisons are distributed, halving per-candidate verifier tokens while outperforming uniform pairwise verification on most benchmarks.
Mm algorithms for generalized bradley-terry models.The annals of statistics, 32(1):384–406
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Gradient analysis and ablations show DPO and PPO have different target directions and component roles in preference optimization for LLMs.
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What Is Preference Optimization Doing, and Why?
Gradient analysis and ablations show DPO and PPO have different target directions and component roles in preference optimization for LLMs.