语言大模型 / LLM

Unified Defense for Large Language Models against Jailbreak and Fine-Tuning Attacks in Education

Xin Yi, Yue Li, Dongsheng Shi, Linlin Wang, Xiaoling Wang, Liang He

机构 * Shanghai Institute of Artificial Intelligence for Education, East China Normal University, Shanghai 200062, China（教育人工智能研究所，华东师范大学，上海200062，中国） ； School of Computer Science and Technology, East China Normal University, Shanghai 200062, China（计算机科学与技术学院，华东师范大学，上海200062，中国） ； School of Computer Science（计算机科学学院） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

M-CALLM: Multi-level Context Aware LLM Framework for Group Interaction Prediction

Diana Romero, Xin Gao, Daniel Khalkhali, Salma Elmalaki

专题命中 指令微调 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Do Retrieval Augmented Language Models Know When They Don't Know?

Youchao Zhou, Heyan Huang, Yicheng Liu, Rui Dai, Xinglin Wang, Xingchen Zhang, Shumin Shi, Yang Deng

机构 * SMU（南密西西比大学） 纠错

专题命中 指令微调 ：language model(title,abstract)；large language model(abstract)；post-training(abstract)；分类 cs.CL、cs.AI

Comments AAAI 2026 camera ready version. Extended version with Appendix is coming soon

EvoLM: In Search of Lost Language Model Training Dynamics

Zhenting Qi, Fan Nie, Alexandre Alahi, James Zou, Himabindu Lakkaraju, Yilun Du, Eric Xing, Sham Kakade, Hanlin Zhang

机构 * Harvard（哈佛大学） ； Stanford（斯坦福大学） ； EPFL（苏黎世联邦理工学院） ； CMU（卡内基梅隆大学） 纠错

专题命中 指令微调 ：language model(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NeurIPS 2025 (Oral)

VSPO: Validating Semantic Pitfalls in Ontology via LLM-Based CQ Generation

Hyojun Choi, Seokju Hwang, Kyong-Ho Lee

专题命中 指令微调 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted at AAAI 2026 oral

What happens when nanochat meets DiLoCo?

Alexander Acker, Soeren Becker, Sasho Nedelkoski, Dominik Scheinert, Odej Kao, Philipp Wiesner

机构 * Team exalsius（exalsius团队） ； Technische Universität Berlin（柏林技术大学） 纠错

专题命中 指令微调 ：LLM(abstract)；pretraining(abstract)；post-training(abstract)；SFT(abstract)

Comments 8pages, 3 figures, technical report

HiEAG: Evidence-Augmented Generation for Out-of-Context Misinformation Detection

Junjie Wu, Yumeng Fu, Nan Yu, Guohong Fu

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Institute of Artificial Intelligence, Soochow University（苏州大学人工智能研究院） ； School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；instruction tuning(abstract)；prompting(abstract)

Enhancing Generalization of Depth Estimation Foundation Model via Weakly-Supervised Adaptation with Regularization

Yan Huang, Yongyi Su, Xin Lin, Le Zhang, Xun Xu

专题命中 指令微调 ：foundation model(title,abstract)；分类 cs.LG

Comments Accepted by AAAI 2026

Audio Question Answering with GRPO-Based Fine-Tuning and Calibrated Segment-Level Predictions

Marcel Gibier, Nolwenn Celton, Raphaël Duroselle, Pierre Serrano, Olivier Boeffard, Jean-François Bonastre

机构 * Inria Paris, LR2（巴黎Inria） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments Submission to Track 5 of the DCASE 2025 Challenge

Deep Learning and Machine Learning -- Natural Language Processing: From Theory to Application

Keyu Chen, Cheng Fei, Ziqian Bi, Junyu Liu, Benji Peng, Sen Zhang, Xuanhe Pan, Jiawei Xu, Jinlang Wang, Caitlyn Heqi Yin, Yichao Zhang, Pohsun Feng, Yizhu Wen, Tianyang Wang, Ming Li, Jintao Ren, Qian Niu, Silin Chen, Weiche Hsieh, Lawrence K. Q. Yan, Chia Xin Liang, Han Xu, Hong-Ming Tseng, Xinyuan Song, Zekun Jiang, Ming Liu

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 252 pages

Non-Uniform Class-Wise Coreset Selection for Vision Model Fine-tuning

Hanyu Zhang, Zhen Xing, Ruian He, Wenxuan Yang, Chenxi Ma, Weimin Tan, Bo Yan

专题命中 指令微调 ：foundation model(abstract)；分类 cs.AI、cs.LG

Comments 13pages

MotIF: Motion Instruction Fine-tuning

Minyoung Hwang, Joey Hejna, Dorsa Sadigh, Yonatan Bisk

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Stanford University（斯坦福大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 指令微调 ：language model(abstract)；分类 cs.AI