语言大模型 / LLM

Gender and Positional Biases in LLM-Based Hiring Decisions: Evidence from Comparative CV/Résumé Evaluations

David Rozado

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning

Andrew Zamai, Nathanael Fijalkow, Boris Mansencal, Laurent Simon, Eloi Navet, Pierrick Coupe

机构 * Univ. Bordeaux（波尔多大学） ； CNRS Bordeaux INP LaBRI UMR 5800（法国国家科学研究中心波尔多研究所LaBRI UMR 5800） ； F-33400 Talence France（法国塔兰斯（Talence）） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding

Max Ku, Thomas Chong, Jonathan Leung, Krish Shah, Alvin Yu, Wenhu Chen

机构 * University of Waterloo（滑铁卢大学） ； Votee AI ； Vector Institute（向量研究所） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments accepted to ACL 2025 main, camera ready

Algorithmic Language Models with Neurally Compiled Libraries

Lucas Saldyt, Subbarao Kambhampati

机构 * School of Computing and Augmented Intelligence（计算与增强智能学院） ； Arizona State University（亚利桑那州立大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Language Models Benefit from Preparation with Elicited Knowledge

Jiacan Yu, Hannah An, Lenhart K. Schubert

专题命中 推理与问题求解 ：language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Activation Control for Efficiently Eliciting Long Chain-of-thought Ability of Language Models

Zekai Zhao, Qi Liu, Kun Zhou, Zihan Liu, Yifei Shao, Zhiting Hu, Biwei Huang

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Structural Reasoning Improves Molecular Understanding of LLM

Yunhui Jang, Jaehyung Kim, Sungsoo Ahn

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning

Jinghui Lu, Haiyang Yu, Siliang Xu, Shiwei Ran, Guozhi Tang, Siqi Wang, Bin Shan, Teng Fu, Hao Feng, Jingqun Tang, Han Wang, Can Huang

机构 * ByteDance（字节跳动） ； FuDan University（复旦大学） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning

Shivam Agarwal, Zimin Zhang, Lifan Yuan, Jiawei Han, Hao Peng

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Parameterized Argumentation-based Reasoning Tasks for Benchmarking Generative Language Models

Cor Steging, Silja Renooij, Bart Verheij

机构 * Bernoulli Institute of Mathematics, Computer Science and Artificial Intelligence, University of Groningen（伯努利数学、计算机科学和人工智能研究所，格罗宁根大学） ； Department of Information and Computing Sciences, Utrecht University（信息与计算科学系，乌得勒支大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.AI、cs.LG

Comments This manuscript has been accepted for presentation as a short paper at the 20th International Conference of AI & Law in Chicago, June 16 to 20 of 2025

Detecting and Mitigating Hateful Content in Multimodal Memes with Vision-Language Models

Minh-Hao Van, Xintao Wu

机构 * Department of EECS University of Arkanasas Fayetteville（电子工程与科学系阿肯色大学法洛维尔分校） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Tracing Thought: Using Chain-of-Thought Reasoning to Identify the LLM Behind AI-Generated Text

Shifali Agrahari, Sanasam Ranbir Singh

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Indian Institute of Technology Guwahati（印度理工学院瓜哇蒂） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments De-Factify 4: 4th Workshop on Multimodal Fact Checking and Hate Speech Detection, co-located with AAAI 2025. Pennsylvania

Multimodal LLM Augmented Reasoning for Interpretable Visual Perception Analysis

Shravan Chaudhari, Trilokya Akula, Yoon Kim, Tom Blake

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Roamify: Designing and Evaluating an LLM Based Google Chrome Extension for Personalised Itinerary Planning

Vikranth Udandarao, Noel Abraham Tiju, Muthuraj Vairamuthu, Harsh Mistry, Dhruv Kumar

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments for code implementation, check https://github.com/Roamify-Research/Roamify

An Empirical Study of Conformal Prediction in LLM with ASP Scaffolds for Robust Reasoning

Navdeep Kaur, Lachlan McPheat, Alessandra Russo, Anthony G Cohn, Pranava Madhyastha

专题命中 推理与问题求解 ：LLM(title,abstract)；language model(abstract)；分类 cs.CL、cs.AI

RL-STaR: Theoretical Analysis of Reinforcement Learning Frameworks for Self-Taught Reasoner

Fu-Chieh Chang, Yu-Ting Lee, Hui-Ying Shih, Yi Hsuan Tseng, Pei-Yuan Wu

专题命中 推理与问题求解 ：large language model(abstract,journal_ref)；language model(abstract,journal_ref)；LLM(abstract)；prompting(abstract)

Journal ref ICLR 2025 Workshop on Reasoning and Planning for Large Language Models

PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement

Xin Quan, Marco Valentino, Danilo S. Carvalho, Dhairya Dalal, André Freitas

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Demo paper. Work in progress

LLM Library Learning Fails: A LEGO-Prover Case Study

Ian Berlot-Attwell, Frank Rudzicz, Xujie Si

专题命中 推理与问题求解 ：LLM(title,abstract)；prompting(abstract)；分类 cs.CL、cs.LG

Comments 24 pages, 5 figures

Language Models Guidance with Multi-Aspect-Cueing: A Case Study for Competitor Analysis

Amir Hadifar, Christopher Ochs, Arjan Van Ewijk

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Zhenni Bi, Kai Han, Chuanjian Liu, Yehui Tang, Yunhe Wang

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Preprint

The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction

Yihuai Hong, Dian Zhou, Meng Cao, Lei Yu, Zhijing Jin

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Enhancing LLM Character-Level Manipulation via Divide and Conquer

Zhen Xiong, Yujun Cai, Bryan Hooi, Nanyun Peng, Zhecheng Li, Yiwei Wang

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Enhancing Trust and Safety in Digital Payments: An LLM-Powered Approach

Devendra Dahiphale, Naveen Madiraju, Justin Lin, Rutvik Karve, Monu Agrawal, Anant Modwal, Ramanan Balakrishnan, Shanay Shah, Govind Kaushal, Priya Mandawat, Prakash Hariramani, Arif Merchant

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 10 pages, 7 figures

Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models

Mengsong Wu, Tong Zhu, Han Han, Xiang Zhang, Wenbiao Shao, Wenliang Chen

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments 11 pages, 10 figures

Uncovering Latent Chain of Thought Vectors in Language Models

Jason Zhang, Scott Viteri

专题命中 推理与问题求解 ：language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments This work was presented at the Workshop on Neural Network Weights as a New Data Modality at ICLR 2025

RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration

Hong Qing Yu, Frank McQuade

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Towards Ambiguity-Free Spatial Foundation Model: Rethinking and Decoupling Depth Ambiguity

Xiaohao Xu, Feng Xue, Xiang Li, Haowei Li, Shusheng Yang, Tianyi Zhang, Matthew Johnson-Roberson, Xiaonan Huang

专题命中 推理与问题求解 ：foundation model(title,abstract)；prompting(abstract)；分类 cs.AI、cs.LG

Comments 32 pages, 31 figures, github repo: https://github.com/Xiaohao-Xu/Ambiguity-in-Space

Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities

Sreyan Ghosh, Zhifeng Kong, Sonal Kumar, S Sakshi, Jaehyeon Kim, Wei Ping, Rafael Valle, Dinesh Manocha, Bryan Catanzaro

专题命中 推理与问题求解 ：language model(title,abstract)；small language model(abstract)；分类 cs.CL、cs.LG

Unified Mind Model: Reimagining Autonomous Agents in the LLM Era

Pengbo Hu, Xiang Ying

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 18 pages

Number Cookbook: Number Understanding of Language Models and How to Improve It

Haotong Yang, Yi Hu, Shijia Kang, Zhouchen Lin, Muhan Zhang

专题命中 推理与问题求解 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2025 poster