语言大模型 / LLM

Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models

Liangjie Huang, Dawei Li, Huan Liu, Lu Cheng

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

Entropy-Reinforced Planning with Large Language Models for Drug Discovery

Xuefeng Liu, Chih-chan Tien, Peng Ding, Songhao Jiang, Rick L. Stevens

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

Comments Published in ICML2024

TwoStep: Multi-agent Task Planning using Classical Planners and Large Language Models

David Bai, Ishika Singh, David Traum, Jesse Thomason

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

Comments 14 pages

Differentially Private Steering for Large Language Model Alignment

Anmol Goel, Yaxi Hu, Iryna Gurevych, Amartya Sanyal

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

Comments ICLR 2025 Camera Ready; Code: https://github.com/UKPLab/iclr2025-psa

Exploring Large Language Models for Word Games:Who is the Spy?

Chentian Wei, Jiewei Chen, Jinzhu Xu

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

Opportunities for Large Language Models and Discourse in Engineering Design

Jan Göpfert, Jann M. Weinand, Patrick Kuckertz, Detlef Stolten

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

The Effect of Sampling Temperature on Problem Solving in Large Language Models

Matthew Renze, Erhan Guven

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

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2024, pp. 7346-7356

Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models

Guanming Xiong, Junwei Bao, Wen Zhao

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

Comments This work has been accepted by the ACL 2024 main conference. Code and data are available at: https://github.com/JimXiongGM/Interactive-KBQA

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Yibin Chen, Yifu Yuan, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye Hao, Hangyu Mao, Fuzheng Zhang

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

Comments Accepted by International World Wide Web Conference (WWW) 2025 (oral)

LLM2: Let Large Language Models Harness System 2 Reasoning

Cheng Yang, Chufan Shi, Siheng Li, Bo Shui, Yujiu Yang, Wai Lam

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

Comments Accepted to NAACL 2025 Main Conference

SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models

Zicheng Cai, Yaohua Tang, Yutao Lai, Hua Wang, Zhi Chen, Hao Chen

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

LLMPC: Large Language Model Predictive Control

Gabriel Maher

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

An Autonomous Network Orchestration Framework Integrating Large Language Models with Continual Reinforcement Learning

Masoud Shokrnezhad, Tarik Taleb

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

Comments IEEE Communications Magazine

Reasoning and the Trusting Behavior of DeepSeek and GPT: An Experiment Revealing Hidden Fault Lines in Large Language Models

Rubing Li, João Sedoc, Arun Sundararajan

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

InfiR : Crafting Effective Small Language Models and Multimodal Small Language Models in Reasoning

Congkai Xie, Shuo Cai, Wenjun Wang, Pengxiang Li, Zhijie Sang, Kejing Yang, Yiming Zhang, Zhen Li, Guanghao Zhu, Zeyu Liu, Yang Yu, Yuhang Liu, Su Lu, Baoyi He, Qi Zhou, Xiaotian Han, Jianbo Yuan, Shengyu Zhang, Fei Wu, Hongxia Yang

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

Are Large Language Models the future crowd workers of Linguistics?

Iris Ferrazzo

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

Context information can be more important than reasoning for time series forecasting with a large language model

Janghoon Yang

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

Teaching Large Language Models Number-Focused Headline Generation With Key Element Rationales

Zhen Qian, Xiuzhen Zhang, Xiaofei Xu, Feng Xia

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

Comments Pre-print for a paper accepted to findings of NAACL 2025

Large Language Models Can Solve Real-World Planning Rigorously with Formal Verification Tools

Yilun Hao, Yongchao Chen, Yang Zhang, Chuchu Fan

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

Comments 50 pages, 6 figures, 8 tables

Large Language Models Meet Graph Neural Networks for Text-Numeric Graph Reasoning

Haoran Song, Jiarui Feng, Guangfu Li, Michael Province, Philip Payne, Yixin Chen, Fuhai Li

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

Comments 29 pages, 6 figures

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Fengli Xu, Qianyue Hao, Zefang Zong, Jingwei Wang, Yunke Zhang, Jingyi Wang, Xiaochong Lan, Jiahui Gong, Tianjian Ouyang, Fanjin Meng, Chenyang Shao, Yuwei Yan, Qinglong Yang, Yiwen Song, Sijian Ren, Xinyuan Hu, Yu Li, Jie Feng, Chen Gao, Yong Li

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

Comments 36 pages, 5 figures

MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking

Shihao Ji, Zihui Song, Fucheng Zhong, Jisen Jia, Zhaobo Wu, Zheyi Cao, Tianhao Xu

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

Decompose-ToM: Enhancing Theory of Mind Reasoning in Large Language Models through Simulation and Task Decomposition

Sneheel Sarangi, Maha Elgarf, Hanan Salam

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

Comments Accepted to COLING 2025

Exploring the Potential of Large Language Models in Public Transportation: San Antonio Case Study

Ramya Jonnala, Gongbo Liang, Jeong Yang, Izzat Alsmadi

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

Comments This work is accepted to AAAI 2025 Workshop on AI for Urban Planning. arXiv admin note: substantial text overlap with arXiv:2407.11003

PlanLLM: Video Procedure Planning with Refinable Large Language Models

Dejie Yang, Zijing Zhao, Yang Liu

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

Comments accepted to AAAI2025

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems

Hashmath Shaik, Alex Doboli

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

GS-KGC: A Generative Subgraph-based Framework for Knowledge Graph Completion with Large Language Models

Rui Yang, Jiahao Zhu, Jianping Man, Hongze Liu, Li Fang, Yi Zhou

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

KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation

Siyuan Fang, Kaijing Ma, Tianyu Zheng, Xinrun Du, Ningxuan Lu, Ge Zhang, Qingkun Tang

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

Comments 23 pages, 6 figures

Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning

Jiapu Wang, Kai Sun, Linhao Luo, Wei Wei, Yongli Hu, Alan Wee-Chung Liew, Shirui Pan, Baocai Yin

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

Reasoning over Uncertain Text by Generative Large Language Models

Aliakbar Nafar, Kristen Brent Venable, Parisa Kordjamshidi

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