大模型对齐与安全 - arXivDaily 专题

2306.11593 2025-10-28 cs.CV cs.AI cs.CL cs.DB cs.LG 67%

Improving Image Captioning Descriptiveness by Ranking and LLM-based Fusion

Luigi Celona, Simone Bianco, Marco Donzella, Paolo Napoletano

机构 * Department of Informatics, Systems and Communication（信息学、系统与通信系）

专题命中幻觉与事实性：alignment(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments This manuscript has been accepted for publication in Springer Neural Computing and Applications

Journal ref Neural Computer & Application 37, 27279-27299 (2025)

2510.23264 2025-10-28 cs.LG cs.AI 62%

PAHQ: Accelerating Automated Circuit Discovery through Mixed-Precision Inference Optimization

Xinhai Wang, Shu Yang, Liangyu Wang, Lin Zhang, Huanyi Xie, Lijie Hu, Di Wang

机构 * King Abdullah University of Science and Technology（卡布斯大学）； Harbin Institute of Technology（哈尔滨工业大学）

专题命中幻觉与事实性：alignment(abstract)；分类 cs.AI、cs.LG

2510.22261 2025-10-28 cs.LG cs.AI 62%

Epistemic Deep Learning: Enabling Machine Learning Models to Know When They Do Not Know

Shireen Kudukkil Manchingal

专题命中幻觉与事实性：safety(abstract)；分类 cs.AI、cs.LG

Comments PhD thesis

2510.22751 2025-10-28 cs.AI cs.CL 62%

Multi-Modal Fact-Verification Framework for Reducing Hallucinations in Large Language Models

Piyushkumar Patel

机构 * Microsoft（微软）

专题命中幻觉与事实性：trustworthy(abstract)；分类 cs.CL、cs.AI

2510.22362 2025-10-28 cs.LG cs.CL 62%

Mapping Faithful Reasoning in Language Models

Jiazheng Li, Andreas Damianou, J Rosser, José Luis Redondo García, Konstantina Palla

机构 * King’s College London（伦敦国王学院）； Spotify UK（Spotify英国分公司）； University of Oxford（牛津大学）； Spotify Spain（Spotify西班牙分公司）

专题命中幻觉与事实性：safety(abstract)；分类 cs.CL、cs.LG

Comments 9 pages, Accepted to the Mechanistic Interpretability Workshop at NeurIPS 2025

2510.22614 2025-10-28 cs.SE cs.AI 57%

Does In-IDE Calibration of Large Language Models work at Scale?

Roham Koohestani, Agnia Sergeyuk, David Gros, Claudio Spiess, Sergey Titov, Prem Devanbu, Maliheh Izadi

机构 * Delft University of Technology（代尔夫特理工大学）； JetBrains Research（JetBrains研究）； University of California, Davis（加州大学戴维斯分校）

专题命中幻觉与事实性：alignment(abstract)；分类 cs.AI

Comments Under Review

2411.16503 2025-10-28 cs.CV 50%

Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis

Boming Miao, Chunxiao Li, Xiaoxiao Wang, Andi Zhang, Rui Sun, Zizhe Wang, Yao Zhu

机构 * Beijing Normal University（北京师范大学）； University of Chinese Academy of Sciences（中国科学院大学）； University of Manchester（曼彻斯特大学）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））； Tsinghua University（清华大学）

专题命中幻觉与事实性：alignment(abstract)

Comments Updated author formatting; no substantive changes

2509.07759 2025-10-28 cs.IR 50%

A Survey of Long-Document Retrieval in the PLM and LLM Era

Minghan Li, Miyang Luo, Tianrui Lv, Yishuai Zhang, Siqi Zhao, Ercong Nie, Guodong Zhou