Zexu Sun
Zexu Sun has 2 papers in our library, in 2025–2026, most of them on Language models & pretraining, Reasoning; often with Dugang Liu, Erxue Min, Fuyuan Lyu.
OpenAlex · h-index 0 · 2 works · 0 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 76 times in our library · ⭐ Paper Stars ranking: #8371
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well? (2025 · 79 citations)
Gains from enlarging pretraining data and model size are slowing, so research has shifted toward spending extra computation at inference. - Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement (2026)
Zero-RL training with verifiable rewards wastes much of its compute on weaker base LLMs. With a fixed prompt template, many problems yield no correct rollout, so accuracy-based filtering discards them. Cog-Rethinker tackles this by adding two cognition-inspired rollout stages on top of a DAPO-style pipeline. Problems…
Co-authors here
- Dugang Liu
- Erxue Min
- Fuyuan Lyu
- Haolun Wu
- Irwin King
- Lei Wang
- Niklas Muennighoff
- Qiyuan Zhang
- Weixu Zhang
- Wenyue Hua
- Xu Chen
- Xue Liu
Venues
Cited by
Updated
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