University of Edinburgh（爱丁堡大学）

2412.16686 2025-09-23 cs.CL

NILE: Internal Consistency Alignment in Large Language Models

Minda Hu, Qiyuan Zhang, Yufei Wang, Bowei He, Hongru Wang, Jingyan Zhou, Liangyou Li, Yasheng Wang, Chen Ma, Irwin King

机构 * The Chinese University of Hong Kong（香港中文大学）； City University of Hong Kong（香港城市大学）； Huawei Noah’s Ark Lab（华为诺亚实验室）； University of Edinburgh（爱丁堡大学）

Comments This work has been accepted by EMNLP 2025

2409.17407 2025-09-23 cs.AI cs.CL

Post-hoc Reward Calibration: A Case Study on Length Bias

Zeyu Huang, Zihan Qiu, Zili Wang, Edoardo M. Ponti, Ivan Titov

机构 * University of Edinburgh（爱丁堡大学）； Alibaba Group（阿里巴巴集团）； INF Technology（INF技术）； University of Amsterdam（阿姆斯特丹大学）

Comments ICLR 2025

2505.03432 2025-09-23 cs.LG math.OC math.PR stat.ML

Wasserstein Convergence of Score-based Generative Models under Semiconvexity and Discontinuous Gradients

Stefano Bruno, Sotirios Sabanis

机构 * School of Mathematics University of Edinburgh, United Kingdom（爱丁堡大学数学学院）； Department of Industrial Engineering Ulsan National Institute of Science and Technology, Republic of Korea（釜山国立科学技术院工业工程系）； National Technical University of Athens, Greece（雅典国家技术大学）； Archimedes, Athena Research Center, Greece（阿提卡研究中心）

Comments Accepted for publication in Transactions on Machine Learning Research