--- title: "Pengfei Liu — papers of 2024 — 5 papers, the most cited first" description: "Pengfei Liu — papers of 2024: 5 papers on Elamur Research, the most cited first — what each work is about in our own words." canonical: "https://research.elamur.ai/free/en/authors/pengfei-liu/year/2024/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/pengfei-liu/year/2024/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / [Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/) / 2024 # Pengfei Liu — papers of 2024 — 5 papers, the most cited first 5 papers · [all years of Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/#years) **[InFoBench: Evaluating Instruction Following Ability in Large Language Models](https://md.research.elamur.ai/free/en/papers/qin-2024-infobench-evaluating-instruction-following-ability/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Yiwei Qin, Kaiqiang Song, Yebowen Hu, et al.*2024 · 136 citations* **[On Learning to Summarize with Large Language Models as References](https://md.research.elamur.ai/free/en/papers/liu-2024-learning-summarize-large-language-models/) [Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)](https://md.research.elamur.ai/free/en/venues/naacl/)**Yixin Liu, Kejian Shi, Katherine He, et al.*2024 · 94 citations* **[Evaluating Mathematical Reasoning Beyond Accuracy](https://md.research.elamur.ai/free/en/papers/xia-2024-evaluating-mathematical-reasoning-accuracy/) [Proceedings of the AAAI Conference on Artificial Intelligence](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/)**Shijie Xia, Xuefeng Li, Yixin Liu, et al.*2024 · 85 citations* - [Progress or Regress? Self-Improvement Reversal in Post-training arXiv:2407.05013](https://md.research.elamur.ai/free/en/papers/wu-2024-progress-regress-self-improvement-reversal/) — Ting Wu, Xuefeng Li, Pengfei Liu · 2024 · 10 citations - [Halu-J: Critique-Based Hallucination Judge arXiv:2407.12943](https://md.research.elamur.ai/free/en/papers/wang-2024-halu-j-critique-based-hallucination/) — Binjie Wang, Steffi Chern, Ethan Chern, et al. · 2024 · 8 citations