Ivan Moshkov
Ivan Moshkov has 2 papers in our library, in 2024, most of them on Language models & pretraining; often with Igor Gitman, Shubham Toshniwal, Fei Jia.
OpenAlex · h-index 2 · 15 works · 18 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 501 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #6666
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputational Theory and Mathematics · 2 worksSocial Sciences · 1 workArts and Humanities · 1 workEducation · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset (2024 · 98 citations)
The strongest open math models have mostly been trained on solutions distilled from GPT-3.5/4. That approach has three drawbacks: restrictive terms of use, higher generation cost, and poor reproducibility because closed models change over time. The authors test whether a permissively licensed open model can take… - OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data (2024 · 85 citations)
The best math-reasoning LLMs increasingly rely on synthetic training data that is either kept private or released under restrictive terms, often because GPT models were used to generate it. This hurts reproducibility and trust in benchmark results, and it makes it hard to study how data design choices matter.
All works
- OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning DatasetConference on Neural Information Processing Systems (NeurIPS)Shubham Toshniwal, Ivan Moshkov, Sean Narenthiran, et al.2024 · 98 citations
- OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction DataarXiv:2410.01560Shubham Toshniwal, Wei Du, Ivan Moshkov, et al.2024 · 85 citations
- AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset ↗arXiv:2504.16891 · no summary yetIvan Moshkov et al.2025 · 50 citations
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