语言大模型 / LLM

GSCE: A Prompt Framework with Enhanced Reasoning for Reliable LLM-driven Drone Control

Wenhao Wang, Yanyan Li, Long Jiao, Jiawei Yuan

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

Comments 8 pages

On the Performance of an Explainable Language Model on PubMedQA

Venkat Srinivasan, Vishaal Jatav, Anushka Chandrababu, Geetika Sharma

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

Comments Working Paper

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 推理与问题求解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments ICLR 2025 Camera Ready

Building Knowledge from Interactions: An LLM-Based Architecture for Adaptive Tutoring and Social Reasoning

Luca Garello, Giulia Belgiovine, Gabriele Russo, Francesco Rea, Alessandra Sciutti

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

Comments Submitted to IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2025

Personality-Driven Decision-Making in LLM-Based Autonomous Agents

Lewis Newsham, Daniel Prince

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

Comments 10 pages, 8 figures. To be included in Proc. of the 24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2025)

Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents

Yu Gu, Kai Zhang, Yuting Ning, Boyuan Zheng, Boyu Gou, Tianci Xue, Cheng Chang, Sanjari Srivastava, Yanan Xie, Peng Qi, Huan Sun, Yu Su

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；language agent(abstract)

Comments 22 pages, 11 figures, 6 tables

Scaling Auditory Cognition via Test-Time Compute in Audio Language Models

Ting Dang, Yan Gao, Hong Jia

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

Teaching LLMs Music Theory with In-Context Learning and Chain-of-Thought Prompting: Pedagogical Strategies for Machines

Liam Pond, Ichiro Fujinaga

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

Comments 11 pages, 4 figures, 3 tables. Published in Volume 1 of the Proceedings of the 17th International Conference on Computer Supported Music Education (CSME 2025). Presented on 3 April 2025 in Porto, Portugal

Make Some Noise: Towards LLM audio reasoning and generation using sound tokens

Shivam Mehta, Nebojsa Jojic, Hannes Gamper

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

Comments 5 pages, 2 figures, Accepted at ICASSP 2025

LGR: LLM-Guided Ranking of Frontiers for Object Goal Navigation

Mitsuaki Uno, Kanji Tanaka, Daiki Iwata, Yudai Noda, Shoya Miyazaki, Kouki Terashima

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

Comments 10 pages, 11 figures, technical report

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 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Don't Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls

Ante Wang, Linfeng Song, Ye Tian, Dian Yu, Haitao Mi, Xiangyu Duan, Zhaopeng Tu, Jinsong Su, Dong Yu

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

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 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 23 pages

SWEET-RL: Training Multi-Turn LLM Agents on Collaborative Reasoning Tasks

Yifei Zhou, Song Jiang, Yuandong Tian, Jason Weston, Sergey Levine, Sainbayar Sukhbaatar, Xian Li

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

Comments 29 pages, 16 figures

Pensez: Less Data, Better Reasoning -- Rethinking French LLM

Huy Hoang Ha

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；SFT(abstract)

Chain of Evidences and Evidence to Generate: Prompting for Context Grounded and Retrieval Augmented Reasoning

Md Rizwan Parvez

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

Comments Accepted at NAACL KnowledgeNLP 2025

KUDA: Keypoints to Unify Dynamics Learning and Visual Prompting for Open-Vocabulary Robotic Manipulation

Zixian Liu, Mingtong Zhang, Yunzhu Li

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

Comments Project website: http://kuda-dynamics.github.io

The Society of HiveMind: Multi-Agent Optimization of Foundation Model Swarms to Unlock the Potential of Collective Intelligence

Noah Mamie, Susie Xi Rao

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

Comments 11 pages (excl. appendix)

LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?

Fuheng Zhao, Jiayue Chen, Lawrence Lim, Ishtiyaque Ahmad, Divyakant Agrawal, Amr El Abbadi

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

Mellow: a small audio language model for reasoning

Soham Deshmukh, Satvik Dixit, Rita Singh, Bhiksha Raj

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

Comments Checkpoint and dataset available at: https://github.com/soham97/mellow

LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models

Fan-Yun Sun, Weiyu Liu, Siyi Gu, Dylan Lim, Goutam Bhat, Federico Tombari, Manling Li, Nick Haber, Jiajun Wu

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

Comments CVPR 2025, project website: https://ai.stanford.edu/~sunfanyun/layoutvlm/

LEMMo-Plan: LLM-Enhanced Learning from Multi-Modal Demonstration for Planning Sequential Contact-Rich Manipulation Tasks

Kejia Chen, Zheng Shen, Yue Zhang, Lingyun Chen, Fan Wu, Zhenshan Bing, Sami Haddadin, Alois Knoll

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

Graphormer-Guided Task Planning: Beyond Static Rules with LLM Safety Perception

Wanjing Huang, Tongjie Pan, Yalan Ye

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

Performant LLM Agentic Framework for Conversational AI

Alex Casella, Wayne Wang

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

Comments 6 pages, 3 figures

Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning

Mufan Xu, Gewen Liang, Kehai Chen, Wei Wang, Xun Zhou, Muyun Yang, Tiejun Zhao, Min Zhang

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

UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets

Wenyu Wang, Mengqi Zhang, Xiaotian Ye, Zhaochun Ren, Zhumin Chen, Pengjie Ren

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

DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation

Amin Karimi, Charalambos Poullis

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

Safe LLM-Controlled Robots with Formal Guarantees via Reachability Analysis

Ahmad Hafez, Alireza Naderi Akhormeh, Amr Hegazy, Amr Alanwar

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

Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering

Guangyi Liu, Yongqi Zhang, Yong Li, Quanming Yao

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

V2X-LLM: Enhancing V2X Integration and Understanding in Connected Vehicle Corridors

Keshu Wu, Pei Li, Yang Zhou, Rui Gan, Junwei You, Yang Cheng, Jingwen Zhu, Steven T. Parker, Bin Ran, David A. Noyce, Zhengzhong Tu

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