AI 大模型

语言大模型 / LLM

大语言模型、预训练、指令微调、后训练和语言模型应用。

2025-10-30 至 2025-10-30 共收录 6 篇信号源：cs.CL, cs.AI, cs.LG

1. 后训练与偏好优化 6 篇

2506.01183 2025-10-30 cs.LG cs.AI stat.ML 91%

Doubly Robust Alignment for Large Language Models

Erhan Xu, Kai Ye, Hongyi Zhou, Luhan Zhu, Francesco Quinzan, Chengchun Shi

机构 * Department of Statistics（统计系）； LSE London, UK（伦敦大学学院）； Department of Mathematics（数学系）； Tsinghua University（清华大学）； School of Design LCC, UAL London, UK（伦敦艺术大学设计学院）； Department of Engineering Science（工程科学系）； University of Oxford（牛津大学）

专题命中后训练与偏好优化：large language model(title,abstract)；language model(title,abstract)；RLHF(abstract)；preference optimization(abstract)

Comments Accepted to NeurIPS 2025

2507.05158 2025-10-30 cs.CL 90%

Steering Information Utility in Key-Value Memory for Language Model Post-Training

Chunyuan Deng, Ruidi Chang, Hanjie Chen

机构 * Dept. of Computer Science Rice University（计算机科学系瑞士大学）

专题命中后训练与偏好优化：language model(title,abstract)；post-training(title,abstract)；pretraining(abstract)；SFT(abstract)

Comments NeurIPS 2025

2509.01308 2025-10-30 cs.AI cs.CL cs.DB 88%

GradeSQL: Test-Time Inference with Outcome Reward Models for Text-to-SQL Generation from Large Language Models

Mattia Tritto, Giuseppe Farano, Dario Di Palma, Gaetano Rossiello, Fedelucio Narducci, Dharmashankar Subramanian, Tommaso Di Noia

专题命中后训练与偏好优化：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

2506.03690 2025-10-30 cs.CL 85%

Robust Preference Optimization via Dynamic Target Margins

Jie Sun, Junkang Wu, Jiancan Wu, Zhibo Zhu, Xingyu Lu, Jun Zhou, Lintao Ma, Xiang Wang

专题命中后训练与偏好优化：preference optimization(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 18 pages, 6 figures, accepted to Findings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

2510.23965 2025-10-30 cs.AI cs.LG stat.ML 84%

The Sign Estimator: LLM Alignment in the Face of Choice Heterogeneity

Ali Aouad, Aymane El Gadarri, Vivek F. Farias

机构 * MIT（麻省理工学院）

专题命中后训练与偏好优化：LLM(title,abstract)；RLHF(abstract)；分类 cs.AI、cs.LG

2501.14755 2025-10-30 cs.DC cs.AI 83%

Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models

Daoyuan Chen, Yilun Huang, Xuchen Pan, Nana Jiang, Haibin Wang, Yilei Zhang, Ce Ge, Yushuo Chen, Wenhao Zhang, Zhijian Ma, Jun Huang, Wei Lin, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团）

专题命中后训练与偏好优化：foundation model(title,abstract)；post-training(abstract)；分类 cs.AI

Comments Accepted by NeurIPS 2025 (Spotlight). 43 pages, 16 figures, 4 tables