Shenzhi Wang
Shenzhi Wang has 3 papers in our library, in 2025–2026, most of them on Reasoning, Language models & pretraining; often with Chang Gao, Chujie Zheng, Le Yu.
OpenAlex · h-index 2 · 3 works · 13 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 191 times in our library · ⭐ Paper Stars ranking: #6325
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 works
🧭 Topics 2Research subjects and languages the work is about.Reasoning · 3 worksLanguage models & pretraining · 1 work
Works by year
2020s
Papers
- Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning (2025 · 152 citations)
Reinforcement Learning with Verifiable Rewards (RLVR) is now a standard way to improve LLM reasoning. However, it is unclear which generated tokens are responsible for the gains. The authors study this question through token entropy in Chain-of-Thought outputs. They find that most tokens are produced with low… - Absolute Zero: Reinforced Self-play Reasoning with Zero Data (2025 · 57 citations)
Current "zero" RLVR methods skip human-written reasoning traces, but they still train on large human-curated sets of questions and answers. - Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models (2026 · 3 citations)
Generative reward models (GenRMs) and LLM-as-a-Judge systems are usually trained and evaluated only on whether they pick the preferred response.
Co-authors here
- Chang Gao ×2
- Chujie Zheng ×2
- Le Yu ×2
- Shixuan Liu ×2
- An Yang
- Andrew Zhao
- Binghai Wang
- Gao Ming Huang
- Kai Dang
- Qi Zhang
- Qingyun Wu
- Rui Lu
Venues
- Conference on Neural Information Processing Systems (NeurIPS) ×2: NeurIPS 2025 ×2
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
Cited by
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