大模型推理能力

Comparing LLM Text Annotation Skills: A Study on Human Rights Violations in Social Media Data

Poli Apollinaire Nemkova, Solomon Ubani, Mark V. Albert

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

The Mosaic Memory of Large Language Models

Igor Shilov, Matthieu Meeus, Yves-Alexandre de Montjoye

机构 * Imperial College London（伦敦帝国学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Demystifying AI Agents: The Final Generation of Intelligence

Kevin J McNamara, Rhea Pritham Marpu

机构 * New Jersey, USA（新泽西州） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Human-like Cognitive Generalization for Large Models via Brain-in-the-loop Supervision

Jiaxuan Chen, Yu Qi, Yueming Wang, Gang Pan

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis

Hao Zhen, Jidong J. Yang

机构 * Smart Mobility and Infrastructure Lab College of Engineering University of Georgia（智能移动与基础设施实验室 工程学院 佐治亚大学） 纠错

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 7 figures

Self-Data Distillation for Recovering Quality in Pruned Large Language Models

Vithursan Thangarasa, Ganesh Venkatesh, Mike Lasby, Nish Sinnadurai, Sean Lie

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments Accepted to MLSys 2025. Main paper: 14 pp., 4 figs., 6 tabs.; Supplementary: 5 pp

Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification

Ruxue Shi, Hengrui Gu, Xu Shen, Xin Wang

机构 * Jilin University（吉林大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Bielik 11B v2 Technical Report

Krzysztof Ociepa, Łukasz Flis, Krzysztof Wróbel, Adrian Gwoździej, Remigiusz Kinas

机构 * SpeakLeash ； ACK Cyfronet AGH ； Jagiellonian University（雅盖隆大学） ； Azurro ； Enelpol 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization

Ryan C. Barron, Maksim E. Eren, Olga M. Serafimova, Cynthia Matuszek, Boian S. Alexandrov

机构 * Theoretical Division, Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室理论部） ； CSEE, UMBC（UMBC计算机与工程系） ； Holland & Hart LLP（霍尔德与哈特律师事务所） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 10 pages, 8 figures, 5 tables

VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Haozhe Wang, Chao Qu, Zuming Huang, Wei Chu, Fangzhen Lin, Wenhu Chen

机构 * HKUST（香港科技大学） ； University of Waterloo（滑铁卢大学） ； Vector Institute（向量研究所） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Preprint

A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Qiyuan Zhang, Fuyuan Lyu, Zexu Sun, Lei Wang, Weixu Zhang, Wenyue Hua, Haolun Wu, Zhihan Guo, Yufei Wang, Niklas Muennighoff, Irwin King, Xue Liu, Chen Ma

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments v3: Expand Agentic and SFT Chapters. Build Website for better visualization

On the Limitations of Steering in Language Model Alignment

Chebrolu Niranjan, Kokil Jaidka, Gerard Christopher Yeo

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Learning to Plan Before Answering: Self-Teaching LLMs to Learn Abstract Plans for Problem Solving

Jin Zhang, Flood Sung, Zhilin Yang, Yang Gao, Chongjie Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Trace-of-Thought Prompting: Investigating Prompt-Based Knowledge Distillation Through Question Decomposition

Tyler McDonald, Ali Emami

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

SynLexLM: Scaling Legal LLMs with Synthetic Data and Curriculum Learning

Ojasw Upadhyay, Abishek Saravanakumar, Ayman Ismail

机构 * Georgia Institue of Technology（佐治亚理工学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments 9 pages, 4 figures, 4 tables

Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains

Juntian Zhang, Chuanqi cheng, Yuhan Liu, Wei Liu, Jian Luan, Rui Yan

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

GLaMoR: Consistency Checking of OWL Ontologies using Graph Language Models

Justin Mücke, Ansgar Scherp

机构 * Ulm University（乌尔姆大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Toward Foundation Models for Online Complex Event Detection in CPS-IoT: A Case Study

Liying Han, Gaofeng Dong, Xiaomin Ouyang, Lance Kaplan, Federico Cerutti, Mani Srivastava

机构 * UCLA（加州大学洛杉矶分校） ； HKUST（香港科技大学） ； DEVCOM Army Research Laboratory（国防部陆军研究实验室） ； University of Brescia（布雷西亚大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Journal ref FMSys Proc. 2 (2025) 1-6

Transformer-Based Extraction of Statutory Definitions from the U.S. Code

Arpana Hosabettu, Harsh Shah

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 7 pages, to be published in IEEE AIIoT 2025

HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation

Pei Liu, Xin Liu, Ruoyu Yao, Junming Liu, Siyuan Meng, Ding Wang, Jun Ma

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Understanding the Limits of Vision Language Models Through the Lens of the Binding Problem

Declan Campbell, Sunayana Rane, Tyler Giallanza, Nicolò De Sabbata, Kia Ghods, Amogh Joshi, Alexander Ku, Steven M. Frankland, Thomas L. Griffiths, Jonathan D. Cohen, Taylor W. Webb

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration

Zheyuan Lai, Yingming Pu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Can AI Master Construction Management (CM)? Benchmarking State-of-the-Art Large Language Models on CM Certification Exams

Ruoxin Xiong, Yanyu Wang, Suat Gunhan, Yimin Zhu, Charles Berryman

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Dual Engines of Thoughts: A Depth-Breadth Integration Framework for Open-Ended Analysis

Fei-Hsuan Yu, Yun-Cheng Chou, Teng-Ruei Chen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking

Sebastian Farquhar, Vikrant Varma, David Lindner, David Elson, Caleb Biddulph, Ian Goodfellow, Rohin Shah

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

The Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters

Chulun Zhou, Qiujing Wang, Mo Yu, Xiaoqian Yue, Rui Lu, Jiangnan Li, Yifan Zhou, Shunchi Zhang, Jie Zhou, Wai Lam

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 20 pages

Can Large Language Models Replace Data Scientists in Biomedical Research?

Zifeng Wang, Benjamin Danek, Ziwei Yang, Zheng Chen, Jimeng Sun

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Knowledge-Instruct: Effective Continual Pre-training from Limited Data using Instructions

Oded Ovadia, Meni Brief, Rachel Lemberg, Eitam Sheetrit

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

InfiniteICL: Breaking the Limit of Context Window Size via Long Short-term Memory Transformation

Bowen Cao, Deng Cai, Wai Lam

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Terry Yue Zhuo, Minh Chien Vu, Jenny Chim, Han Hu, Wenhao Yu, Ratnadira Widyasari, Imam Nur Bani Yusuf, Haolan Zhan, Junda He, Indraneil Paul, Simon Brunner, Chen Gong, Thong Hoang, Armel Randy Zebaze, Xiaoheng Hong, Wen-Ding Li, Jean Kaddour, Ming Xu, Zhihan Zhang, Prateek Yadav, Naman Jain, Alex Gu, Zhoujun Cheng, Jiawei Liu, Qian Liu, Zijian Wang, Binyuan Hui, Niklas Muennighoff, David Lo, Daniel Fried, Xiaoning Du, Harm de Vries, Leandro Von Werra

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accpeted at ICLR 2025 (Oral), built with love by the BigCode community :)