语言大模型 / LLM

Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks

Huanxuan Liao, Shizhu He, Yao Xu, Yuanzhe Zhang, Kang Liu, Jun Zhao

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

Comments Accepted to AAAI 2025

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy

Zhiwen Ruan, Yixia Li, He Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang, Yun Chen, Guanhua 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

Comments In Findings of NAACL 2025(The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL)

How Well Do LLMs Handle Cantonese? Benchmarking Cantonese Capabilities of Large Language Models

Jiyue Jiang, Pengan Chen, Liheng Chen, Sheng Wang, Qinghang Bao, Lingpeng Kong, Yu Li, Chuan Wu

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

Comments Accepted by NAACL 2025

MDCrow: Automating Molecular Dynamics Workflows with Large Language Models

Quintina Campbell, Sam Cox, Jorge Medina, Brittany Watterson, Andrew D. White

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

Reinforced Large Language Model is a formal theorem prover

Zhiling Luo

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

Evaluating the Systematic Reasoning Abilities of Large Language Models through Graph Coloring

Alex Heyman, Joel Zylberberg

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.LG

Comments 23 pages (8 excluding references and appendices); 8 figures (3 excluding appendices)

Do as We Do, Not as You Think: the Conformity of Large Language Models

Zhiyuan Weng, Guikun Chen, Wenguan Wang

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

Comments ICLR 2025 (Oral). Code: https://github.com/Zhiyuan-Weng/BenchForm

SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning

Magdalena Wysocka, Danilo Carvalho, Oskar Wysocki, Marco Valentino, Andre Freitas

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

Overcoming Vision Language Model Challenges in Diagram Understanding: A Proof-of-Concept with XML-Driven Large Language Models Solutions

Shue Shiinoki, Ryo Koshihara, Hayato Motegi, Masumi Morishige

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

Comments The related code is available at \url{https://github.com/galirage/spreadsheet-intelligence}, which provides the core library developed for this research. The experimental code using this library can be found at \url{https://github.com/galirage/XMLDriven-Diagram-Understanding}

Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models

Tongxuan Liu, Wenjiang Xu, Weizhe Huang, Yuting Zeng, Jiaxing Wang, Xingyu Wang, Hailong Yang, Jing Li

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

Comments 18 pages, Accepted to NAACL2025

Hybrid Reasoning Based on Large Language Models for Autonomous Car Driving

Mehdi Azarafza, Mojtaba Nayyeri, Charles Steinmetz, Steffen Staab, Achim Rettberg

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

Comments 12 pages, 5 figures

Examining the Robustness of Large Language Models across Language Complexity

Jiayi 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.CL

Evaluating the Reliability of Self-Explanations in Large Language Models

Korbinian Randl, John Pavlopoulos, Aron Henriksson, Tony Lindgren

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

Comments Non peer-reviewed preprint. Presented at Discovery Science 2024. Peer-reviewed version published in the Springer Lecture Notes in Computer Science (vol 15243)

Journal ref Lecture Notes in Computer Science(2025), vol 15243. Springer, Cham

Evaluating Telugu Proficiency in Large Language Models_ A Comparative Analysis of ChatGPT and Gemini

Katikela Sreeharsha Kishore, Rahimanuddin Shaik

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

Comments Disparities in fundamental understandings about the article between the authors

Technology Mapping with Large Language Models

Minh Hieu Nguyen, Hien Thu Pham, Hiep Minh Ha, Ngoc Quang Hung Le, Jun Jo

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.LG

Comments Technical Report

Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code

Shahin Honarvar, Mark van der Wilk, Alastair Donaldson

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

Comments Updated to the ICST2025 conference version

Multi-Agent Consensus Seeking via Large Language Models

Huaben Chen, Wenkang Ji, Lufeng Xu, Shiyu 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

Exploring the Reliability of Large Language Models as Customized Evaluators for Diverse NLP Tasks

Qintong Li, Leyang Cui, Lingpeng Kong, Wei Bi

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

Comments We release our resources at \url{https://github.com/qtli/CoEval}

Controlling Equational Reasoning in Large Language Models with Prompt Interventions

Jordan Meadows, Marco Valentino, Andre Freitas

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

Comments AAAI 2025 (7 pages)

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

Derong Xu, Xinhang Li, Ziheng Zhang, Zhenxi Lin, Zhihong Zhu, Zhi Zheng, Xian Wu, Xiangyu Zhao, Tong Xu, Enhong 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

Comments Accepted by AAAI'2025

Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion

Qiyuan He, Jianfei Yu, Wenya Wang

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

exLong: Generating Exceptional Behavior Tests with Large Language Models

Jiyang Zhang, Yu Liu, Pengyu Nie, Junyi Jessy Li, Milos Gligoric

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.AI

Comments ICSE 2025 (camera ready)

Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining

Yuxin You, Zhen Liu, Xiangchao Wen, Yongtao Zhang, Wei Ai

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.LG

Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization

Jiacai Liu, Chaojie Wang, Chris Yuhao Liu, Liang Zeng, Rui Yan, Yiwen Sun, Yang Liu, Yahui Zhou

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

Improving Math Problem Solving in Large Language Models Through Categorization and Strategy Tailoring

Amogh Akella

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

Chain-of-MetaWriting: Linguistic and Textual Analysis of How Small Language Models Write Young Students Texts

Ioana Buhnila, Georgeta Cislaru, Amalia Todirascu

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

Comments Accepted at WRAICOGS 2025 (Writing Aids at the Crossroads of AI, Cognitive Science, and NLP) co-located with COLING 2025

Anchoring Bias in Large Language Models: An Experimental Study

Jiaxu Lou, Yifan Sun

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

Challenges Faced by Large Language Models in Solving Multi-Agent Flocking

Peihan Li, Vishnu Menon, Bhavanaraj Gudiguntla, Daniel Ting, Lifeng 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.AI

$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models

Huanxuan Liao, Shizhu He, Yupu Hao, Xiang Li, Yuanzhe Zhang, Jun Zhao, Kang Liu

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

Comments Accepted to COLING 2025

Aligning Large Language Models with Human Opinions through Persona Selection and Value--Belief--Norm Reasoning

Do Xuan Long, Kenji Kawaguchi, Min-Yen Kan, Nancy F. Chen

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

Comments COLING 2025