Shaoning Sun
Shaoning Sun has 3 papers in our library, in 2025–2026, most of them on Language models & pretraining; often with Yujiu Yang, Haifeng Wang, Hua Ren Wu.
OpenAlex · h-index 1 · 1 works · 3 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 16 times in our library · ⭐ Paper Stars ranking: #9135
Affiliations
🎓Tsinghua Shenzhen International Graduate SchoolShenzhen ·
China2025 · 1 paper🎓Tsinghua UniversityBeijing ·
China2025 · 1 paper
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 worksSafety Research · 1 workSocial Sciences · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- Improve LLM-as-a-Judge Ability as a General Ability (2025 · 15 citations)
The paper addresses training generative LLM judges, which produce reasoned verdicts on which of two responses is better. - ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection (2026 · 4 citations)
Standard supervised fine-tuning (SFT) trains an LLM to reproduce one reference answer token by token. Valid alternative phrasings are therefore penalized, and the model tends to memorize surface wording. Training on several references per prompt could help, but the authors find it expensive and unstable. They instead… - Distributional Clarity: The Hidden Driver of RL-Friendliness in Large Language Models (2026)
Under identical RL with verifiable rewards (RLVR) pipelines such as GRPO and DAPO, some model families (Qwen) improve markedly while others (Llama) gain little.
Co-authors here
- Yujiu Yang ×2
- Haifeng Wang
- Hua Ren Wu
- Huang He
- Junjie Wang
- Kaidong Yu
- Runming Yang
- Siqi Bao
- Taiqiang Wu
- Tao Liu
- Xuelong Li
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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