Violet Xiang
Violet Xiang has 2 papers in our library, in 2025, most of them on Language models & pretraining, Reasoning; often with Alon Albalak, Anikait Singh, Chase Blagden.
OpenAlex · ORCID · h-index 5 · 19 works · 74 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 88 times in our library · ⭐ Paper Stars ranking: #8636
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksMathematics · 1 workApplied Mathematics · 1 workComputational Theory and Mathematics · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 1 work
Works by year
2020s
Papers
- Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought (2025 · 47 citations)
Large language models handle routine math well but still fail on harder problems. The authors argue that ordinary Chain-of-Thought (CoT) is part of the cause. Written solutions in training data show only the polished final derivation. They omit the hidden, non-linear work of trying options, checking them and… - Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models (2025 · 43 citations)
Reinforcement learning for reasoning in LLMs needs math problems whose answers can be checked automatically.
Co-authors here
- Alon Albalak ×2
- Anikait Singh ×2
- Chase Blagden ×2
- Dakota Mahan ×2
- Duy Phung ×2
- Kanishk Gandhi ×2
- Louis Castricato ×2
- Nathan Lile ×2
- Rafael Rafailov ×2
- Charlie Snell
- Jan-Philipp Franken
- Nick Haber
Cited by
Updated
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