Simin Niu
Simin Niu has 2 papers in our library, in 2026, most of them on Language models & pretraining; often with Daiting Shi, Long Xia, Peiying Yu.
OpenAlex · h-index 1 · 12 works · 1 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 1 time in our library · ⭐ Paper Stars ranking: #11685
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 worksComputer Vision and Pattern Recognition · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- UniCreative: Unifying Long-form Logic and Short-form Sparkle via Reference-Free Reinforcement Learning (2026 · 1 citation)
LLM creative writing faces two opposite problems. Long stories and scripts need global planning, or they drift off topic, repeat themselves and lose structure. Short pieces such as poems, slogans or blessings get worse when forced through rigid outlines, and models already tend toward bland, high-probability wording.… - PibE-MPP: A Play-it-by-Ear Masking Performance Plug-in for LLMs (2026)
Randomly masking parts of an LLM at inference time can sometimes improve task accuracy. It needs no training, no architectural changes, and leaves the model untouched for other tasks. The catch is that the improvement is unreliable: depending on the random draw, it may flip into a loss. The authors present PibE-MPP…
Co-authors here
Venues
- Findings of the Association for Computational Linguistics ×2: Findings of the Association for Computational Linguistics 2026 ×2
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