Zicheng Xu
Zicheng Xu has 2 papers in our library, in 2024, most of them on Language models & pretraining, Reasoning; often with Tian Ye, Yuanzhi Li, Zeyuan Allen-Zhu.
OpenAlex · h-index 2 · 3 works · 10 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 79 times in our library · ⭐ Paper Stars ranking: #8660
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 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process (2024 · 58 citations)
Do language models actually reason through grade-school math, or do they reuse memorized templates? Internet-pretrained models cannot answer this because of possible benchmark contamination, so the authors built iGSM, a synthetic generator of GSM8K-style word problems. - Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems (2024 · 31 citations)
Strong language models still make reasoning slips. They can often fix these when prompted to re-check their work, but not while they are generating. This paper asks whether the ability to catch and repair errors mid-solution can be built in during pretraining. To keep the experiments controlled, the authors use iGSM…
Co-authors here
- Tian Ye ×2
- Yuanzhi Li ×2
- Zeyuan Allen-Zhu ×2
Cited by
Updated
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