---
title: "Linfeng Song — papers of 2024 — 5 papers, the most cited first"
description: "Linfeng Song — papers of 2024: 5 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Linfeng Song — papers of 2024 — 5 papers, the most cited first

5 papers · [all years of Linfeng Song](https://md.research.elamur.ai/free/en/authors/linfeng-song/#years)

- [Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs arXiv:2412.21187](https://md.research.elamur.ai/free/en/papers/chen-2024-think-that-much-2-3/) — Xingyu Chen, Jiahao Xu, Tian Liang, et al. · 2024 · 192 citations

**[Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing](https://md.research.elamur.ai/free/en/papers/tian-2024-toward-self-improvement-llms-imagination/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Ye Tian, Baolin Peng, Linfeng Song, et al.*2024 · 80 citations*

**[Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation](https://md.research.elamur.ai/free/en/papers/zhang-2024-self-alignment-factuality-mitigating-hallucinations/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Xiaoying Zhang, Baolin Peng, Ye Tian, et al.*2024 · 69 citations*

- [HunyuanProver: A Scalable Data Synthesis Framework and Guided Tree Search for Automated Theorem Proving arXiv:2412.20735](https://md.research.elamur.ai/free/en/papers/li-2024-hunyuanprover-scalable-data-synthesis/) — Yang Li, Dong Du, Linfeng Song, et al. · 2024 · 25 citations
- [SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models arXiv:2408.15565](https://md.research.elamur.ai/free/en/papers/yu-2024-siam-self-improving-code-assisted/) — Dian Yu, Baolin Peng, Ye Tian, et al. · 2024 · 8 citations
