Giving Credit Where It's Due: Redundancy-Aware Learning for Efficient Reasoning
cs.CL, cs.LG
Submitted: 2026-09-22
Updated: 2026-09-22
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- OpenAI o1 System Card
- Stepwise Penalization for Length-Efficient Chain-of-Thought Reasoning
- Think Dense, Not Long: Dynamic Decoupled Conditional Advantage for Efficient Reasoning
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- ConciseHint: Boosting Efficient Reasoning via Continuous Concise Hints during Generation
- Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
- DAPO: An Open-Source LLM Reinforcement Learning System at Scale
- Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models
- GLM-5: from Vibe Coding to Agentic Engineering
- GraphPO: Graph-based Policy Optimization for Reasoning Models
- Scaling Latent Reasoning via Looped Language Models
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