语言大模型 / LLM

From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing

Lanxiao Huang, Daksh Dave, Tyler Cody, Peter Beling, Ming Jin

机构 * Bradley Department of Electrical and Computer Engineering, Virginia Tech（弗吉尼亚理工大学电气与计算机工程系布雷拉德部门） ； National Security Institute, Virginia Tech（弗吉尼亚理工大学国家安全研究所） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pages 15890 to 15916, Suzhou, China, November 2025

NumPert: Numerical Perturbations to Probe Language Models for Veracity Prediction

Peter Røysland Aarnes, Vinay Setty

机构 * University of Stavanger（斯塔万格大学） 纠错

专题命中 长上下文与记忆 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Accepted in ICJNLP/AACL SRW

Caption, Create, Continue: Continual Learning with Pre-trained Generative Vision-Language Models

Indu Solomon, Aye Phyu Phyu Aung, Uttam Kumar, Senthilnath Jayavelu

机构 * International Institute of Information Technology Bangalore (IIITB), India（国际信息技术研究所（班加罗尔）） ； Institute for Infocomm Research, Agency for Science, Technology and Research (A*STAR), Singapore（信息与通信研究所（A*STAR）） 纠错

专题命中 长上下文与记忆 ：language model(title,abstract)；分类 cs.LG

Comments This is the revised and peer-reviewed version of our paper, accepted and published in the Proceedings of the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025)

Journal ref Proc. 34th ACM International Conference on Information and Knowledge Management (CIKM), 2025

Fixed-Persona SLMs with Modular Memory: Scalable NPC Dialogue on Consumer Hardware

Martin Braas, Lukas Esterle

机构 * Andreasen 1（安德森实验室） ； Lukas Esterle 1,2（埃斯特勒实验室） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；small language model(abstract)；分类 cs.AI

Bridging LMS and generative AI: dynamic course content integration (DCCI) for enhancing student satisfaction and engagement via the ask ME assistant

Kovan Mzwri, Márta Turcsányi-Szabo

专题命中 长上下文与记忆 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref J. Comput. Educ. (2025)

TawPipe: Topology-Aware Weight Pipeline Parallelism for Accelerating Long-Context Large Models Training

Houming Wu, Ling Chen

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted by AAAI 2026, 9 pages, and 6 figures

Unlearning Imperative: Securing Trustworthy and Responsible LLMs through Engineered Forgetting

James Jin Kang, Dang Bui, Thanh Pham, Huo-Chong Ling

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 14 pages, 4 figures, 4 tables