D-RPC compresses reasoning into a dynamic bank of reusable paths to produce consistent teacher rationales, outperforming standard distillation baselines on five reasoning benchmarks while using fewer tokens.
2.Change of measure (Donsker–Varadhan).For any measurablef, Eθ∼Q[f(θ)]≤KL(Q∥P) + logE θ∼P[exp(f(θ))]
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Structural Rationale Distillation via Reasoning Space Compression
D-RPC compresses reasoning into a dynamic bank of reusable paths to produce consistent teacher rationales, outperforming standard distillation baselines on five reasoning benchmarks while using fewer tokens.