大模型推理能力

Could Thinking Multilingually Empower LLM Reasoning?

Changjiang Gao, Xu Huang, Wenhao Zhu, Shujian Huang, Lei Li, Fei Yuan

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

ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement

Xiangyu Peng, Congying Xia, Xinyi Yang, Caiming Xiong, Chien-Sheng Wu, Chen Xing

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

Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability

Haotian Wang, Han Zhao, Shuaiting Chen, Xiaoyu Tian, Sitong Zhao, Yunjie Ji, Yiping Peng, Xiangang Li

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

GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers

Sarkar Snigdha Sarathi Das, Ryo Kamoi, Bo Pang, Yusen Zhang, Caiming Xiong, Rui Zhang

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

Comments ICLR 2025 Camera Ready

Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations

Leonardo Ranaldi, Federico Ranaldi, Fabio Massimo Zanzotto, Barry Haddow, Alexandra Birch

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

Federated Intelligence: When Large AI Models Meet Federated Fine-Tuning and Collaborative Reasoning at the Network Edge

Wanli Ni, Haofeng Sun, Huiqing Ao, Hui Tian

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

Comments 8 pages, 6 figures

Journal ref IEEE Internet of Things Magazine, 2025

MIRAGE: Multimodal Immersive Reasoning and Guided Exploration for Red-Team Jailbreak Attacks

Wenhao You, Bryan Hooi, Yiwei Wang, Youke Wang, Zong Ke, Ming-Hsuan Yang, Zi Huang, Yujun Cai

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

V-Seek: Accelerating LLM Reasoning on Open-hardware Server-class RISC-V Platforms

Javier J. Poveda Rodrigo, Mohamed Amine Ahmdi, Alessio Burrello, Daniele Jahier Pagliari, Luca Benini

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

Bridging Social Psychology and LLM Reasoning: Conflict-Aware Meta-Review Generation via Cognitive Alignment

Wei Chen, Han Ding, Meng Yuan, Zhao Zhang, Deqing Wang, Fuzhen Zhuang

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

Comments 23 pages

Socratic Reasoning Improves Positive Text Rewriting

Anmol Goel, Nico Daheim, Christian Montag, Iryna Gurevych

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

MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Jiazhen Pan, Che Liu, Junde Wu, Fenglin Liu, Jiayuan Zhu, Hongwei Bran Li, Chen Chen, Cheng Ouyang, Daniel Rueckert

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

ProtTeX: Structure-In-Context Reasoning and Editing of Proteins with Large Language Models

Zicheng Ma, Chuanliu Fan, Zhicong Wang, Zhenyu Chen, Xiaohan Lin, Yanheng Li, Shihao Feng, Jun Zhang, Ziqiang Cao, Yi Qin Gao

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

Comments 26 pages, 9 figures

The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation

Jie He, Tao Wang, Deyi Xiong, Qun Liu

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

Comments EMNLP findings 2020

The Devil is in Temporal Token: High Quality Video Reasoning Segmentation

Sitong Gong, Yunzhi Zhuge, Lu Zhang, Zongxin Yang, Pingping Zhang, Huchuan Lu

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

Journal ref CVPR 2025

Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal Reasoning

Yuqi Pang, Bowen Yang, Haoqin Tu, Yun Cao, Zeyu Zhang

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

Comments Accepted to ICASSP 2025

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy

Zhiwen Ruan, Yixia Li, He Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang, Yun Chen, Guanhua Chen

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

Comments In Findings of NAACL 2025(The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL)

Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models

Zeping Yu, Yonatan Belinkov, Sophia Ananiadou

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

Comments preprint

InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion

Zhaoyi Yan, Yiming Zhang, Baoyi He, Yuhao Fu, Qi Zhou, Zhijie Sang, Chunlin Ji, Shengyu Zhang, Fei Wu, Hongxia Yang

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

Comments Significant performance improvements over the previous version; under review;

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression

Yuankai Li, Jia-Chen Gu, Di Wu, Kai-Wei Chang, Nanyun Peng

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

Comments Accepted by NAACL 2025 Findings. Project page: https://jasonforjoy.github.io/BRIEF/

Commonsense Reasoning-Aided Autonomous Vehicle Systems

Keegan Kimbrell

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

Comments In Proceedings ICLP 2024, arXiv:2502.08453

Journal ref EPTCS 416, 2025, pp. 358-364

The dark deep side of DeepSeek: Fine-tuning attacks against the safety alignment of CoT-enabled models

Zhiyuan Xu, Joseph Gardiner, Sana Belguith

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

Comments 12 Pages

ToW: Thoughts of Words Improve Reasoning in Large Language Models

Zhikun Xu, Ming Shen, Jacob Dineen, Zhaonan Li, Xiao Ye, Shijie Lu, Aswin RRV, Chitta Baral, Ben Zhou

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

Comments Accepted by NAACL 2025 Main Conference

JELLY: Joint Emotion Recognition and Context Reasoning with LLMs for Conversational Speech Synthesis

Jun-Hyeok Cha, Seung-Bin Kim, Hyung-Seok Oh, Seong-Whan Lee

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

Comments Accepted by ICASSP 2025

Reasoning about Actual Causes in Nondeterministic Domains -- Extended Version

Shakil M. Khan, Yves Lespérance, Maryam Rostamigiv

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

Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning

Ziang Ye, Zhenru Zhang, Yang Zhang, Jianxin Ma, Junyang Lin, Fuli Feng

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

Physics Reasoner: Knowledge-Augmented Reasoning for Solving Physics Problems with Large Language Models

Xinyu Pang, Ruixin Hong, Zhanke Zhou, Fangrui Lv, Xinwei Yang, Zhilong Liang, Bo Han, Changshui Zhang

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

Comments COLING 2025

Automated Generation of Massive Reasonable Empirical Theorems by Forward Reasoning Based on Strong Relevant Logics -- A Solution to the Problem of LLM Pre-training Data Exhaustion

Jingde Cheng

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

Comments 11 pages, 7 figures

KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning

Junnan Liu, Qianren Mao, Weifeng Jiang, Jianxin Li

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

Comments Accepted by ICML2024

Aligning Large Language Models with Human Opinions through Persona Selection and Value--Belief--Norm Reasoning

Do Xuan Long, Kenji Kawaguchi, Min-Yen Kan, Nancy F. Chen

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

Comments COLING 2025

GraphAide: Advanced Graph-Assisted Query and Reasoning System

Sumit Purohit, George Chin, Patrick S Mackey, Joseph A Cottam

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