Haoyang Liu
Haoyang Liu has 2 papers in our library, in 2026, most of them on Language models & pretraining, Reasoning; often with Bin Wang, Can Wang, Hande Dong.
OpenAlex · ORCID · Wikidata · h-index 1 · 5 works · 1 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 22 times in our library · ⭐ Paper Stars ranking: #8942
Affiliations
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksInformation Systems · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
Works by year
2020s
Papers
- Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective (2026 · 22 citations)
Policy optimization in RLVR often suffers from entropy collapse. Policy entropy falls quickly, rollouts become uniform, and group-relative advantages (as in GRPO) stop separating good responses from bad ones. Existing fixes such as Clip-Higher, Positive-Reweighting and Entropy-Aware Advantage are largely heuristic… - Exploration-Exploitation Reshaping towards Efficient Reasoning for Large Language Models (2026)
Large Reasoning Models often overthink, producing very long chains of thought that waste compute and can introduce errors.
Co-authors here
- Bin Wang
- Can Wang
- Hande Dong
- Hong Wang
- Houqiang Li
- Jian Luo
- Jiawei Chen
- Qiang Lin
- Wengang Zhou
- Yuxiang Zhang
- Zhezheng Hao
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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