Cites: Spurious Rewards: Rethinking Training Signals in RLVR
10 citation edges inside this catalog. A title match is weaker evidence than an identifier match. Zero entries does not mean no citations on the web.
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
arxiv:2402.03300· evidence: id - The Llama 3 Herd of Models
arxiv:2407.21783· evidence: title - DAPO: An Open-Source LLM Reinforcement Learning System at Scale
arxiv:2503.14476· evidence: title - Understanding R1-Zero-Like Training: A Critical Perspective
arxiv:2503.20783· evidence: id - Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
arxiv:2504.13837· evidence: id - TTRL: Test-Time Reinforcement Learning
arxiv:2504.16084· evidence: id - Reinforcement Learning for Reasoning in Large Language Models with One Training Example
arxiv:2504.20571· evidence: id - Learning to Reason without External Rewards
arxiv:2505.19590· evidence: id - Can Large Reasoning Models Self-Train?
arxiv:2505.21444· evidence: id - Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
arxiv:2506.01939· evidence: id