大模型推理能力

DRAGON: Guard LLM Unlearning in Context via Negative Detection and Reasoning

Yaxuan Wang, Chris Yuhao Liu, Quan Liu, Jinglong Pang, Wei Wei, Yujia Bao, Yang Liu

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） ； Center for Advanced AI, Accenture（Accenture高级人工智能中心） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Please refer to the NeurIPS 2025 submission: https://openreview.net/forum?id=FNuul0hlin The paper has been accepted to the ICML 2025 MUGen Workshop: https://openreview.net/forum?id=ET24oKP23c

Dual-Process Scaffold Reasoning for Enhancing LLM Code Debugging

Po-Chung Hsieh, Chin-Po Chen, Jeng-Lin Li, Ming-Ching Chang

机构 * National Taiwan University（国立台湾大学） ； AI Research Center, Inventec Corporation（Inventec公司人工智能研究中心） ； University at Albany, SUNY（纽约州立大学阿尔巴尼分校） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 5 pages, 2 figures

Neurophysiological Characteristics of Adaptive Reasoning for Creative Problem-Solving Strategy

Jun-Young Kim, Young-Seok Kweon, Gi-Hwan Shin, Seong-Whan Lee

机构 * Dept. of Artificial Intelligence（人工智能系） ； Korea University（韩国大学） ； Dept. of Brain and Cognitive Engineering（脑科学与认知工程系） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 4 pages, 4 figures, 1 table,

OneRec-Think: In-Text Reasoning for Generative Recommendation

Zhanyu Liu, Shiyao Wang, Xingmei Wang, Rongzhou Zhang, Jiaxin Deng, Honghui Bao, Jinghao Zhang, Wuchao Li, Pengfei Zheng, Xiangyu Wu, Yifei Hu, Qigen Hu, Xinchen Luo, Lejian Ren, Zixing Zhang, Qianqian Wang, Kuo Cai, Yunfan Wu, Hongtao Cheng, Zexuan Cheng, Lu Ren, Huanjie Wang, Yi Su, Ruiming Tang, Kun Gai, Guorui Zhou

专题命中 其他推理 ：reasoning(title,abstract)

UniFormer: Unified and Efficient Transformer for Reasoning Across General and Custom Computing

Zhuoheng Ran, Chong Wu, Renjie Xu, Maolin Che, Hong Yan

专题命中 其他推理 ：reasoning(title,comments)

Comments Accepted on 24 September 2025 at NeurIPS 2025 Efficient Reasoning Workshop

PerspAct: Enhancing LLM Situated Collaboration Skills through Perspective Taking and Active Vision

Sabrina Patania, Luca Annese, Anita Pellegrini, Silvia Serino, Anna Lambiase, Luca Pallonetto, Silvia Rossi, Simone Colombani, Tom Foulsham, Azzurra Ruggeri, Dimitri Ognibene

机构 * University of Milan-Bicocca（米兰-比科卡大学） ； University of Naples Federico II（那不勒斯费德里科二世大学） ； Oversonic Robotics（Oversonic机器人公司） ； University of Essex（埃塞克斯大学） ； TUM School of Social Sciences and Technology（慕尼黑技术大学社会科学与技术学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at IAS19

EdgeRunner 20B: Military Task Parity with GPT-5 while Running on the Edge

Jack FitzGerald, Aristotelis Lazaridis, Dylan Bates, Aman Sharma, Jonnathan Castillo, Yousif Azami, Sean Bailey, Jeremy Cao, Peter Damianov, Kevin de Haan, Luke Kerbs, Vincent Lu, Joseph Madigan, Jeremy McLaurin, Jonathan Tainer, Dave Anderson, Jonathan Beck, Jamie Cuticello, Colton Malkerson, Tyler Saltsman

机构 * Anonymous Authors（匿名作者） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

Comments 19 pages; v2 includes an additional appendix with test set examples

KG-DF: A Black-box Defense Framework against Jailbreak Attacks Based on Knowledge Graphs

Shuyuan Liu, Jiawei Chen, Xiao Yang, Hang Su, Zhaoxia Yin

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI

DynaKV: Enabling Accurate and Efficient Long-Sequence LLM Decoding on Smartphones

Tuowei Wang, Minxing Huang, Fengzu Li, Ligeng Chen, Jinrui Zhang, Ju Ren

机构 * Tsinghua University（清华大学） ； Honor Device Co., Ltd.（荣耀设备有限公司） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI