---
title: "Xiaoye Qu — papers of 2025 — 3 papers, the most cited first"
description: "Xiaoye Qu — papers of 2025: 3 papers on Elamur Research, the most cited first — what each work is about in our own words."
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# Xiaoye Qu — papers of 2025 — 3 papers, the most cited first

3 papers · [all years of Xiaoye Qu](https://md.research.elamur.ai/free/en/authors/xiaoye-qu/#years)

**[Learning to Reason under Off-Policy Guidance](https://md.research.elamur.ai/free/en/papers/yan-2025-learning-reason-under-off-policy/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Jianhao Yan, Yafu Li, Zican Hu, et al.*2025 · 68 citations*

**[PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models](https://md.research.elamur.ai/free/en/papers/song-2025-prmbench-fine-grained-challenging-benchmark/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Mingyang Song, Zhaochen Su, Xiaoye Qu, et al.*2025 · 63 citations*

- [A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond arXiv:2503.21614](https://md.research.elamur.ai/free/en/papers/qu-2025-survey-efficient-reasoning-large-reasoning/) — Xiaoye Qu, Yafu Li, Zhao-Chen Su, et al. · 2025 · 55 citations