Ziniu Li
Ziniu Li has 2 papers in our library, in 2025, most of them on Language models & pretraining, Reasoning; often with Boyi Wei, Chenyang Wang, Fan Yin.
OpenAlex · ORCID · h-index 6 · 19 works · 115 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 39 times in our library · ⭐ Paper Stars ranking: #9778
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📚 Shelves 6The 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 worksComputational Theory and Mathematics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- A Survey on Large Language Models for Mathematical Reasoning (2025 · 26 citations)
This survey, by Peng-Yuan Wang et al. (mainly Nanjing University), maps how large language models became capable of solving mathematical problems. It contrasts this with older rule-based and semantic-parsing systems that relied heavily on hand engineering. The authors split the capability into two parts: - Scaling Latent Reasoning via Looped Language Models (2025 · 22 citations)
Most large language models learn to reason through explicit chain-of-thought added after pre-training. This lengthens outputs and makes little use of pre-training data. The authors propose Ouro, a family of Looped Language Models (LoopLM) in which a stack of weight-tied layers is applied several times, so hidden…
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