Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability
cs.CL, cs.AI
Submitted: 2026-10-06
Updated: 2026-10-06
Code: https://github.com/huggingface/Math-Verify
Terminology
Sources
- Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs
- Program Synthesis with Large Language Models
- Evaluating Large Language Models Trained on Code
- Training Verifiers to Solve Math Word Problems
- Beyond Benchmarks: MathArena as an Evaluation Platform for Mathematics with LLMs
- Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes
- The Llama 3 Herd of Models
- Entropy-Aware On-Policy Distillation of Language Models
- Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe
- Cross-Tokenizer LLM Distillation through a Byte-Level Interface
- A Survey of On-Policy Distillation for Large Language Models
- SimCT: Recovering Lost Supervision for Cross-Tokenizer On-Policy Distillation
- Cross-Tokenizer On-Policy Distillation via Byte-Prefix Marginalization
- TIP: Token Importance in On-Policy Distillation
- Qwen3 Technical Report
- Learning beyond Teacher: Generalized On-Policy Distillation with Reward Extrapolation
- KDFlow: A User-Friendly and Efficient Knowledge Distillation Framework for Large Language Models
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