语言大模型 / LLM

ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting

Shaofei Cai, Zihao Wang, Kewei Lian, Zhancun Mu, Xiaojian Ma, Anji Liu, Yitao Liang

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

LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning

Shuguang Chen, Guang Lin

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

Comments Accepted to NAACL 2025 KnowledgeNLP

Where do Large Vision-Language Models Look at when Answering Questions?

Xiaoying Xing, Chia-Wen Kuo, Li Fuxin, Yulei Niu, Fan Chen, Ming Li, Ying Wu, Longyin Wen, Sijie Zhu

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

LAG-MMLU: Benchmarking Frontier LLM Understanding in Latvian and Giriama

Naome A. Etori, Kevin Lu, Randu Karisa, Arturs Kanepajs

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

Comments Accepted at NoDaLiDa/Baltic-HLT 2025. https://hdl.handle.net/10062/107190

Journal ref Joint 25th Nordic Conference on Computational Linguistics and 11th Baltic Conference on Human Language Technologies (NoDaLiDa/Baltic-HLT 2025) : Proceedings of the Conference: March 3-4, 2025

Thinking Machines: A Survey of LLM based Reasoning Strategies

Dibyanayan Bandyopadhyay, Soham Bhattacharjee, Asif Ekbal

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

Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents

Rui Xu, MingYu Wang, XinTao Wang, Dakuan Lu, Xiaoyu Tan, Wei Chu, Yinghui Xu

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

LLM-based Discriminative Reasoning for Knowledge Graph Question Answering

Mufan Xu, Kehai Chen, Xuefeng Bai, Muyun Yang, Tiejun Zhao, Min Zhang

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

Multidimensional Consistency Improves Reasoning in Language Models

Huiyuan Lai, Xiao Zhang, Malvina Nissim

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

Complex LLM Planning via Automated Heuristics Discovery

Hongyi Ling, Shubham Parashar, Sambhav Khurana, Blake Olson, Anwesha Basu, Gaurangi Sinha, Zhengzhong Tu, James Caverlee, Shuiwang Ji

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

Plan-over-Graph: Towards Parallelable LLM Agent Schedule

Shiqi Zhang, Xinbei Ma, Zouying Cao, Zhuosheng Zhang, Hai Zhao

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

Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning

Rujing Yao, Yang Wu, Chenghao Wang, Jingwei Xiong, Fang Wang, Xiaozhong Liu

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

3D-MoE: A Mixture-of-Experts Multi-modal LLM for 3D Vision and Pose Diffusion via Rectified Flow

Yueen Ma, Yuzheng Zhuang, Jianye Hao, Irwin King

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

Comments Preprint. Work in progress

Generalized Mission Planning for Heterogeneous Multi-Robot Teams via LLM-constructed Hierarchical Trees

Piyush Gupta, David Isele, Enna Sachdeva, Pin-Hao Huang, Behzad Dariush, Kwonjoon Lee, Sangjae Bae

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

Semantic Self-Consistency: Enhancing Language Model Reasoning via Semantic Weighting

Tim Knappe, Ryan Li, Ayush Chauhan, Kaylee Chhua, Kevin Zhu, Sean O'Brien

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

Comments Accepted to MATH-AI at NeurIPS 2024

EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents

Yuhui Yun, Huilong Ye, Xinru Li, Ruojia Li, Jingfeng Deng, Li Li, Haoyi Xiong

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

Evolving Deeper LLM Thinking

Kuang-Huei Lee, Ian Fischer, Yueh-Hua Wu, Dave Marwood, Shumeet Baluja, Dale Schuurmans, Xinyun Chen

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

LLM-Ehnanced Holonic Architecture for Ad-Hoc Scalable SoS

Muhammad Ashfaq, Ahmed R. Sadik, Tommi Mikkonen, Muhammad Waseem, Niko Mäkitalo

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

CaT-BENCH: Benchmarking Language Model Understanding of Causal and Temporal Dependencies in Plans

Yash Kumar Lal, Vanya Cohen, Nathanael Chambers, Niranjan Balasubramanian, Raymond Mooney

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

Comments Accepted to EMNLP 2024 Main Conference

Enhancing LLM Reasoning with Multi-Path Collaborative Reactive and Reflection agents

Chengbo He, Bochao Zou, Xin Li, Jiansheng Chen, Junliang Xing, Huimin Ma

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

Multi-Agent Planning Using Visual Language Models

Michele Brienza, Francesco Argenziano, Vincenzo Suriani, Domenico D. Bloisi, Daniele Nardi

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

MetaRuleGPT: Recursive Numerical Reasoning of Language Models Trained with Simple Rules

Kejie Chen, Lin Wang, Qinghai Zhang, Renjun Xu

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

Comments 8 pages, 6 figures

Automated Generation of Massive Reasonable Empirical Theorems by Forward Reasoning Based on Strong Relevant Logics -- A Solution to the Problem of LLM Pre-training Data Exhaustion

Jingde Cheng

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

Comments 11 pages, 7 figures

Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning

Vernon Y. H. Toh, Deepanway Ghosal, Soujanya Poria

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

RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation

Ioannis Panagiotopoulos, Giorgos Filandrianos, Maria Lymperaiou, Giorgos Stamou

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

Comments Accepted at COLING 2025

Leveraging LLM for Automated Ontology Extraction and Knowledge Graph Generation

Mohammad Sadeq Abolhasani, Rong Pan

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

Explainable CTR Prediction via LLM Reasoning

Xiaohan Yu, Li Zhang, Chong Chen

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

Comments WSDM 2025

Can We Afford The Perfect Prompt? Balancing Cost and Accuracy with the Economical Prompting Index

Tyler McDonald, Anthony Colosimo, Yifeng Li, Ali Emami

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

Comments 5 pages (excluding references), accepted to Coling 2025

EARBench: Towards Evaluating Physical Risk Awareness for Task Planning of Foundation Model-based Embodied AI Agents

Zihao Zhu, Bingzhe Wu, Zhengyou Zhang, Lei Han, Qingshan Liu, Baoyuan Wu

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

Learning by Analogy: Enhancing Few-Shot Prompting for Math Word Problem Solving with Computational Graph-Based Retrieval

Xiaocong Yang, Jiacheng Lin, Ziqi Wang, Chengxiang Zhai

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

Exploring Performance Contrasts in TableQA: Step-by-Step Reasoning Boosts Bigger Language Models, Limits Smaller Language Models

Haoyan Yang, Yixuan Wang, Keyue Tong, Hongjin Zhu, Yuanxin Zhang

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