Cornell University（康奈尔大学）

2510.01135 2025-10-02 cs.LG cs.CL

Prompt Curriculum Learning for Efficient LLM Post-Training

Zhaolin Gao, Joongwon Kim, Wen Sun, Thorsten Joachims, Sid Wang, Richard Yuanzhe Pang, Liang Tan

机构 * Meta Superintelligence Labs（Meta超智能实验室）； Cornell University（康奈尔大学）； University of Washington（华盛顿大学）

2510.00962 2025-10-02 cs.CL

Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks

Eileen Pan, Anna Seo Gyeong Choi, Maartje ter Hoeve, Skyler Seto, Allison Koenecke

机构 * Department of Information Science, Cornell University（康奈尔大学信息科学系）； Apple（苹果公司）； Cornell Tech（康奈尔科技）

Comments EMNLP Findings 2025, 12 pages, 11 tables, 3 figures

2510.00297 2025-10-02 math.OC cs.LG

Malliavin Calculus with Weak Derivatives for Counterfactual Stochastic Optimization

Vikram Krishnamurthy, Luke Snow

机构 * School of Electrical and Computer Engineering, Cornell University（电气与计算机工程学院，康奈尔大学）

2510.00263 2025-10-02 cs.CL

Judging with Confidence: Calibrating Autoraters to Preference Distributions

Zhuohang Li, Xiaowei Li, Chengyu Huang, Guowang Li, Katayoon Goshvadi, Bo Dai, Dale Schuurmans, Paul Zhou, Hamid Palangi, Yiwen Song, Palash Goyal, Murat Kantarcioglu, Bradley A. Malin, Yuan Xue

机构 * Google（谷歌）； Vanderbilt University（范德比大学）； Cornell University（康奈尔大学）； DeepMind（深Mind）； University of Alberta（阿尔伯塔大学）； Virginia Tech（弗吉尼亚理工学院）； Scale AI

2510.00073 2025-10-02 stat.ML cs.AI cs.LG math.ST stat.TH

Identifying All ε-Best Arms in (Misspecified) Linear Bandits

Zhekai Li, Tianyi Ma, Cheng Hua, Ruihao Zhu

机构 * Department of Civil and Environmental Engineering, Massachusetts Institute of Technology（麻省理工学院土木与环境工程系）； School of Operations Research and Information Engineering, Cornell University（康奈尔大学运筹学与信息工程学院）； Antai College of Economics and Management, Shanghai Jiao Tong University（上海交通大学安泰经济管理学院）； SC Johnson College of Business, Cornell University（康奈尔大学SC约翰逊商学院）

Comments 80 pages (33 pages for main text), 12 figures, 3 tables