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From Exploration to Exploitation: A Two- Stage Entropy RLVR Approach for Noise-Tolerant MLLM Training · arXiv 2511.07738

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cs.CL 1

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2026 1

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Skill-Conditioned Gated Self-Distillation for LLM Reasoning

cs.CL · 2026-05-27 · unverdicted · novelty 6.0

SGSD retrieves skill-mistake pairs to build a multi-teacher pool, validates teacher polarity via a verifier, and applies a gated objective to distill useful signals, yielding 6.2% average gains over GRPO on math benchmarks with Qwen3-1.7B.

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  • Skill-Conditioned Gated Self-Distillation for LLM Reasoning cs.CL · 2026-05-27 · unverdicted · none · ref 5

    SGSD retrieves skill-mistake pairs to build a multi-teacher pool, validates teacher polarity via a verifier, and applies a gated objective to distill useful signals, yielding 6.2% average gains over GRPO on math benchmarks with Qwen3-1.7B.