Jian Liang
Jian Liang has 2 papers in our library, in 2026, most of them on Reasoning; often with Ran He, Dong Yan, Meng Wang.
OpenAlex · h-index 0 · 8 works · 0 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 2 times in our library · ⭐ Paper Stars ranking: #12518
Affiliations
🏛️Chinese Academy of SciencesBeijing ·
China2026 · 7 papers🔬Institute of AutomationBeijing ·
China2026 · 7 papers🎓University of Chinese Academy of SciencesBeijing ·
China2026 · 7 papers
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksComputer Science · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work
Works by year
2020s
Papers
- What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time (2026 · 2 citations)
Test-Time Reinforcement Learning (TTRL) lets LLMs improve their reasoning on unlabeled test questions by using the majority-voted answer among sampled rollouts as a pseudo-reward. - Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning (2026)
Test-time reinforcement learning (TTRL) lets an LLM improve on unlabeled test questions. It samples many answers, takes the majority vote as a pseudo-label, and trains with GRPO. Because rewards come only from the model's own outputs, wrong pseudo-labels introduce misleading training signals. The authors examine…
Co-authors here
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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