Peiyang Song
Peiyang Song has 2 papers in our library, in 2023–2024, most of them on Language models & pretraining, Reasoning, Information retrieval & search; often with Anima Anandkumar, Kaiyu Yang, Aidan Swope.
OpenAlex · h-index 3 · 21 works · 80 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 224 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #5799
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Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputational Theory and Mathematics · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 workMathematics · 1 work
🧭 Topics 3Research subjects and languages the work is about.Language models & pretraining · 2 worksReasoning · 2 worksInformation retrieval & search · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Retrieval-augmented generation · 1 work
Works by year
2020s
Papers
- LeanDojo: Theorem Proving with Retrieval-Augmented Language Models (2023 · 253 citations)
Research on machine learning for formal theorem proving has been hard to reproduce and build on. Earlier LLM-based provers kept their code and training data private, and some needed thousands of GPU-days of compute. The authors respond with LeanDojo, an open toolkit for the Lean proof assistant. It uses Lean 3 by… - Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean (2024 · 39 citations)
Existing LLM-based provers for Lean usually run autonomously on a backend server. They often fail on genuinely new theorems or on mathematical domains outside their training data. This paper instead treats LLMs as assistants that work alongside humans inside Lean itself. The authors present Lean Copilot, a framework…
All works
- LeanDojo: Theorem Proving with Retrieval-Augmented Language ModelsConference on Neural Information Processing Systems (NeurIPS)Kaiyu Yang, Aidan M. Swope, Alex Gu, et al.2023 · 253 citations
- Lean Copilot: Large Language Models as Copilots for Theorem Proving in LeanarXiv:2404.12534Peiyang Song, Kaiyu Yang, Anima Anandkumar2024 · 39 citations
- Adaptation of Agentic AI: A Survey of Post-Training, Memory, and Skills ↗arXiv (Cornell University) · no summary yetJiang, Pengcheng et al.2025 · 3 citations
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