大模型推理能力

GraphChain: Large Language Models for Large-scale Graph Analysis via Tool Chaining

Chunyu Wei, Wenji Hu, Xingjia Hao, Xin Wang, Yifan Yang, Yueguo Chen, Yang Tian, Yunhai Wang

机构 * Renmin University of China（中国人民大学） ； Guangxi University（广西大学） ； Beijing Jiaotong University（北京交通大学） 纠错

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

Comments Accepted by NeurIPS 2025

LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora

Luyao Zhuang, Shengyuan Chen, Yilin Xiao, Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Xiao Huang

机构 * The Department of Computing, Hong Kong Polytechnic University, Hong Kong SAR（香港理工大学计算机系） 纠错

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

Large model retrieval enhancement framework for construction site risk identification

Jiawei Li, Chengye Yang, Yaochen Zhang, Weilin Sun, Lei Meng, Xiangxu Meng

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

Comments in Chinese language

Reflective Personalization Optimization: A Post-hoc Rewriting Framework for Black-Box Large Language Models

Teqi Hao, Xioayu Tan, Shaojie Shi, Yinghui Xu, Xihe Qiu

机构 * School of Electronic and Electrical Engineering, Shanghai University of Engineering Science（上海工程技术大学电子与电气工程学院） ； Tencent Youtu Lab（腾讯优图实验室） ； Artificial Intelligence Innovation and Incubation Institute, Fudan University（复旦大学人工智能创新与孵化院） 纠错

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

Query Generation Pipeline with Enhanced Answerability Assessment for Financial Information Retrieval

Hyunkyu Kim, Yeeun Yoo, Youngjun Kwak

机构 * Kakaobank Seongnam-si Republic of Korea（韩国首尔市韩国 Kakao银行） 纠错

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

Comments Accepted(Oral) by ICAIF 2025. Hyunkyu Kim and Yeeun Yoo contributed equally to this work

Beyond Shortest Path: Agentic Vehicular Routing with Semantic Context

Carnot Braun, Rafael O. Jarczewski, Gabriel U. Talasso, Leandro A. Villas, Allan M. de Souza

机构 * Institute of Computing (IC)（计算学院） ； Hub de Inteligência Artificial e Arquiteturas Cognitivas (H.IAAC)（人工智能与认知架构中心） ； Universidade Estadual de Campinas (UNICAMP)（坎皮纳斯州立大学） 纠错

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

Decomposition-Enhanced Training for Post-Hoc Attributions In Language Models

Sriram Balasubramanian, Samyadeep Basu, Koustava Goswami, Ryan Rossi, Varun Manjunatha, Roshan Santhosh, Ruiyi Zhang, Soheil Feizi, Nedim Lipka

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

Comments Post-hoc attribution

Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems in Finite Element Analysis

Chuan Tian, Yilei Zhang

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

Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval

Ruiyi Yang, Hao Xue, Imran Razzak, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Technology Innovation Institute（技术创新研究所） 纠错

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

Comments 15 pages, 3 figures

PublicAgent: Multi-Agent Design Principles From an LLM-Based Open Data Analysis Framework

Sina Montazeri, Yunhe Feng, Kewei Sha

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

A Comparative Analysis of LLM Adaptation: SFT, LoRA, and ICL in Data-Scarce Scenarios

Bernd Bohnet, Rumen Dangovski, Kevin Swersky, Sherry Moore, Arslan Chaudhry, Kathleen Kenealy, Noah Fiedel

机构 * Google（谷歌） 纠错

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

Student Engagement in AI Assisted Complex Problem Solving: A Pilot Study of Human AI Rubik's Cube Collaboration

Kirk Vanacore, Jaclyn Ocumpaugh, Forest Agostinelli, Dezhi Wu, Sai Vuruma, Matt Irvin

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

ExplicitLM: Decoupling Knowledge from Parameters via Explicit Memory Banks

Chengzhang Yu, Zening Lu, Chenyang Zheng, Chiyue Wang, Yiming Zhang, Zhanpeng Jin

机构 * South China University of Technology（南方科技大学） ； University of Science and Technology of China（中国科学技术大学） ； Hefei Institutes of Physical Science（合肥物理科学研究院） 纠错

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

Comments 12pages, 4figures

What's the next frontier for Data-centric AI? Data Savvy Agents

Nabeel Seedat, Jiashuo Liu, Mihaela van der Schaar

机构 * University of Cambridge（剑桥大学） ； Tsinghua University（清华大学） 纠错

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

Comments Presented at ICLR 2025 Data-FM. Seedat & Liu contributed equally

SOCRATES: Simulation Optimization with Correlated Replicas and Adaptive Trajectory Evaluations

Haoting Zhang, Haoxian Chen, Donglin Zhan, Hanyang Zhao, Henry Lam, Wenpin Tang, David Yao, Zeyu Zheng

机构 * University of California, Berkeley（加州大学伯克利分校） ； Columbia University（哥伦比亚大学） 纠错

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

AI Powered High Quality Text to Video Generation with Enhanced Temporal Consistency

Piyushkumar Patel

机构 * Microsoft（微软） 纠错

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

The Narrative Continuity Test: A Conceptual Framework for Evaluating Identity Persistence in AI Systems

Stefano Natangelo

专题命中 复杂问题求解 ：self-correction(abstract)；分类 cs.AI

Comments 33 pages, 127 references v2: Minor editorial revision: redundant phrasing reduced, punctuation and formatting improved; no conceptual or data changes

Agentic Large Language Models for Conceptual Systems Engineering and Design

Soheyl Massoudi, Mark Fuge

机构 * ETH Zurich（苏黎世联邦理工学院） 纠错

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

Comments 32 pages, 4 figures

Decoupling Contrastive Decoding: Robust Hallucination Mitigation in Multimodal Large Language Models

Wei Chen, Xin Yan, Bin Wen, Fan Yang, Tingting Gao, Di Zhang, Long Chen

机构 * HKUST（香港科技大学） ； University of Waterloo（滑铁卢大学） ； Kuaishou Technology（快手科技） 纠错

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

Comments 17 pages, 4 figures

Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligence

Zachary Ravichandran, Fernando Cladera, Ankit Prabhu, Jason Hughes, Varun Murali, Camillo Taylor, George J. Pappas, Vijay Kumar

机构 * Dept. of Electrical and Computer Engineering at Texas A&M University（德克萨斯A&M大学电气与计算机工程系） ； GRASP Laboratory at the University of Pennsylvania（宾夕法尼亚大学GRASP实验室） 纠错

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

Mano Technical Report

Tianyu Fu, Anyang Su, Chenxu Zhao, Hanning Wang, Minghui Wu, Zhe Yu, Fei Hu, Mingjia Shi, Wei Dong, Jiayao Wang, Yuyang Chen, Ruiyang Yu, Siran Peng, Menglin Li, Nan Huang, Haitian Wei, Jiawei Yu, Yi Xin, Xilin Zhao, Kai Gu, Ping Jiang, Sifan Zhou, Shuo Wang

机构 * Mininglamp Technology（Mininglamp技术） 纠错

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

VDSAgents: A PCS-Guided Multi-Agent System for Veridical Data Science Automation

Yunxuan Jiang, Silan Hu, Xiaoning Wang, Yuanyuan Zhang, Xiangyu Chang

机构 * School of Management, Xi’an Jiaotong University（西安交通大学管理学院） ； School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； School of Data Science and Media Intelligence, Communication University of China（中国传媒大学数据科学与媒体智能学院） ； Beijing Baixingkefu Network Technology Co., Ltd.（北京百星科技网络技术有限公司） 纠错

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

Comments 29 pages, 6 figures. Yunxuan Jiang and Silan Hu contributed equally. Code available at https://github.com/fengzer/VDSAgents . Submitted to Stat (manuscript ID: STAT-25-0222.R1, under review)

Can ChatGPT Forecast Stock Price Movements? Return Predictability and Large Language Models

Alejandro Lopez-Lira, Yuehua Tang

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments Previously posted in SSRN https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4412788

AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis

Xuanzhong Chen, Zile Qiao, Guoxin Chen, Liangcai Su, Zhen Zhang, Xinyu Wang, Pengjun Xie, Fei Huang, Jingren Zhou, Yong Jiang

机构 * Tongyi Lab（通义实验室） ； Alibaba Group（阿里巴巴集团） 纠错

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

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?

Qing Zong, Jiayu Liu, Tianshi Zheng, Chunyang Li, Baixuan Xu, Haochen Shi, Weiqi Wang, Zhaowei Wang, Chunkit Chan, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST（计算机科学与工程系，香港科技大学） 纠错

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

Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning

Amit Peleg, Naman Deep Singh, Matthias Hein

机构 * Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学） 纠错

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

Comments Accepted at NeurIPS 2025

Lifecycle-Aware code generation: Leveraging Software Engineering Phases in LLMs

Xing Xing, Wei Wang, Lipeng Ma, Weidong Yang, Junjie Zheng

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

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

A Neuroscience-Inspired Dual-Process Model of Compositional Generalization

Alex Noviello, Claas Beger, Jacob Groner, Kevin Ellis, Weinan Sun

机构 * Department of Computer Science, Cornell University（计算机科学系，康奈尔大学） ； Department of Neurobiology and Behavior, Cornell University（神经生物学与行为系，康奈尔大学） 纠错

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

Alita-G: Self-Evolving Generative Agent for Agent Generation

Jiahao Qiu, Xuan Qi, Hongru Wang, Xinzhe Juan, Yimin Wang, Zelin Zhao, Jiayi Geng, Jiacheng Guo, Peihang Li, Jingzhe Shi, Shilong Liu, Mengdi Wang

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

Comments 15 pages, 3 figures

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Tobias Lindenbauer, Igor Slinko, Ludwig Felder, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院） ； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院） 纠错

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

Comments v3: DL4C camera-ready version to be presented at the 4th DL4C workshop co-located with NeurIPS '25; added OpenHands generality probe, added hybrid context management strategy