大模型推理能力

An Analysis for Reasoning Bias of Language Models with Small Initialization

Junjie Yao, Zhongwang Zhang, Zhi-Qin John Xu

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

Comments 31 pages, 16 figures

Debating for Better Reasoning: An Unsupervised Multimodal Approach

Ashutosh Adhikari, Mirella Lapata

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

FlashThink: An Early Exit Method For Efficient Reasoning

Guochao Jiang, Guofeng Quan, Zepeng Ding, Ziqin Luo, Dixuan Wang, Zheng Hu

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

Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning

Shaokun Zhang, Yi Dong, Jieyu Zhang, Jan Kautz, Bryan Catanzaro, Andrew Tao, Qingyun Wu, Zhiding Yu, Guilin Liu

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

Comments 17 pages, 6 tables, 12 figures. - update new results - add more details

Enigme: Generative Text Puzzles for Evaluating Reasoning in Language Models

John Hawkins

机构 * Centre for Artificial Intelligence and Innovation（人工智能与创新中心） ； Pingla Institute（Pingla研究院） 纠错

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

Comments To be published in the proceedings of The 2025 11th International Conference on Engineering, Applied Sciences, and Technology (ICEAST)

Between Underthinking and Overthinking: An Empirical Study of Reasoning Length and correctness in LLMs

Jinyan Su, Jennifer Healey, Preslav Nakov, Claire Cardie

机构 * Cornell University（康奈尔大学） ； Adobe Research（Adobe研究） ； MBZUAI 纠错

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

Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion

Muzhi Li, Cehao Yang, Chengjin Xu, Xuhui Jiang, Yiyan Qi, Jian Guo, Ho-fung Leung, Irwin King

机构 * IDEA Research, International Digital Economy Academy（IDEA研究室，国际数字经济学院） ； Department of Computer Science & Engineering, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学） ； Artificial Intelligence Thrust, Hong Kong University of Science and Technology (Guangzhou)（人工智能方向，香港科技大学（广州）） 纠错

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

Comments Accepted by NAACL2025 main

Adapting Language-Specific LLMs to a Reasoning Model in One Day via Model Merging -- An Open Recipe

Kunat Pipatanakul, Pittawat Taveekitworachai, Potsawee Manakul, Kasima Tharnpipitchai

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

Comments 9 pages

Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal Reasoning

Ruimeng Ye, Yang Xiao, Bo Hui

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

Cognitive Activation and Chaotic Dynamics in Large Language Models: A Quasi-Lyapunov Analysis of Reasoning Mechanisms

Xiaojian Li, Yongkang Leng, Ruiqing Ding, Hangjie Mo, Shanlin Yang

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

VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos

Ziyang Wang, Shoubin Yu, Elias Stengel-Eskin, Jaehong Yoon, Feng Cheng, Gedas Bertasius, Mohit Bansal

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

Comments CVPR 2025; First three authors contributed equally; Project page: https://videotree2024.github.io/

Can Memory-Augmented Language Models Generalize on Reasoning-in-a-Haystack Tasks?

Payel Das, Ching-Yun Ko, Sihui Dai, Georgios Kollias, Subhajit Chaudhury, Aurelie Lozano

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

Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English

Runtao Zhou, Guangya Wan, Saadia Gabriel, Sheng Li, Alexander J Gates, Maarten Sap, Thomas Hartvigsen

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

Comments ARR Under Review, First two authors contribute equally

Smoothing Grounding and Reasoning for MLLM-Powered GUI Agents with Query-Oriented Pivot Tasks

Zongru Wu, Pengzhou Cheng, Zheng Wu, Tianjie Ju, Zhuosheng Zhang, Gongshen Liu

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

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Congkai Xie, Shuo Cai, Wenjun Wang, Pengxiang Li, Zhijie Sang, Kejing Yang, Yiming Zhang, Zhen Li, Guanghao Zhu, Zeyu Liu, Yang Yu, Yuhang Liu, Su Lu, Baoyi He, Qi Zhou, Xiaotian Han, Jianbo Yuan, Shengyu Zhang, Fei Wu, Hongxia Yang

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

A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1

Jun Wang

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

Context information can be more important than reasoning for time series forecasting with a large language model

Janghoon Yang

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

Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path

Xinnan Dai, Qihao Wen, Yifei Shen, Hongzhi Wen, Dongsheng Li, Jiliang Tang, Caihua Shan

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

SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment

Yuchun Fan, Yongyu Mu, Yilin Wang, Lei Huang, Junhao Ruan, Bei Li, Tong Xiao, Shujian Huang, Xiaocheng Feng, Jingbo Zhu

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

Comments Accepted by COLING 2025 (Oral)

Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs

Yuwei Du, Xinyue Liu, Wenxin Liang, Linlin Zong, Xianchao Zhang

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

Reasoning-Oriented and Analogy-Based Methods for Locating and Editing in Zero-Shot Event-Relational Reasoning

Jingyao Tang, Lishuang Li, Liteng Mi, Haiming Wu, Hongbin Lu

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

Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning

Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King

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

Eliciting Causal Abilities in Large Language Models for Reasoning Tasks

Yajing Wang, Zongwei Luo, Jingzhe Wang, Zhanke Zhou, Yongqiang Chen, Bo Han

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

On the Role of Model Prior in Real-World Inductive Reasoning

Zhuo Liu, Ding Yu, Hangfeng He

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

Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration

Zijian Wang, Bin Wang, Haifeng Jing, Huayu Li, Hongbo Dou

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

Comments Accepted by AAAI-25

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Xinlu Zhang, Zhiyu Zoey Chen, Xi Ye, Xianjun Yang, Lichang Chen, William Yang Wang, Linda Ruth Petzold

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

LLM Augmentations to support Analytical Reasoning over Multiple Documents

Raquib Bin Yousuf, Nicholas Defelice, Mandar Sharma, Shengzhe Xu, Naren Ramakrishnan

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

Comments 2024 IEEE International Conference on Big Data (IEEE BigData 2024)

Negotiating with LLMS: Prompt Hacks, Skill Gaps, and Reasoning Deficits

Johannes Schneider, Steffi Haag, Leona Chandra Kruse

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

Large Language Models Can Self-Improve in Long-context Reasoning

Siheng Li, Cheng Yang, Zesen Cheng, Lemao Liu, Mo Yu, Yujiu Yang, Wai Lam

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

Comments Project Page: https://github.com/SihengLi99/SEALONG

A Hierarchical Language Model For Interpretable Graph Reasoning

Sambhav Khurana, Xiner Li, Shurui Gui, Shuiwang Ji

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