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ACTD: Anchor-Based Cross-Tokenizer Distillation with Residual Regularization
An Anchor-Based Cross-Tokenizer Distillation with Residual Regularization with Residual Regularization (ACTD) bridges structural heterogeneity through vocabulary and sequence alignment, while mitigating alignment noise via a novel anchor loss with residual regularization.
H2SD: Hybrid Hindsight Self-Distillation
Experiments on challenging reasoning benchmarks show that H$^2$SD achieves the strongest overall performance among representative RLVR and self-distillation baselines, with stable optimization and a favorable accuracy-efficiency trade-off.