Title
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers Aiyao He Sijia Cui Shuai Xu Yanna Wang Bo Xu 24 0 0 13 May 2025
Internet of Agents: Fundamentals, Applications, and Challenges Yuntao Wang Shaolong Guo Yanghe Pan Zhou Su Fahao Chen Tom H. Luan Peng Li Jiawen Kang Dusit Niyato LLMAG LM&Ro AI4CE 50 0 0 12 May 2025
Architectural Precedents for General Agents using Large Language Models R. Wray James R. Kirk John E. Laird LLMAG AI4TS AI4CE 14 0 0 11 May 2025
Learn to Think: Bootstrapping LLM Reasoning Capability Through Graph Learning Hang Gao Chenhao Zhang Tie Wang Junsuo Zhao Fengge Wu Changwen Zheng Huaping Liu LRM 24 0 0 09 May 2025
HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking Runquan Gui Z. Wang J. Wang Chi Ma Huiling Zhen M. Yuan Jianye Hao Defu Lian Enhong Chen Feng Wu LRM 51 0 0 05 May 2025
Recursive Decomposition with Dependencies for Generic Divide-and-Conquer Reasoning Sergio Hernández-Gutiérrez Minttu Alakuijala Alexander Nikitin Pekka Marttinen LRM 50 2 0 05 May 2025
Accurate and Diverse LLM Mathematical Reasoning via Automated PRM-Guided GFlowNets Adam Younsi Abdalgader Abubaker M. Seddik Hakim Hacid Salem Lahlou LRM 54 0 0 28 Apr 2025
Graph of Attacks: Improved Black-Box and Interpretable Jailbreaks for LLMs Mohammad Akbar-Tajari Mohammad Taher Pilehvar Mohammad Mahmoody AAML 46 0 0 26 Apr 2025
Generative AI in Embodied Systems: System-Level Analysis of Performance, Efficiency and Scalability Zishen Wan Jiayi Qian Yuhang Du Jason J. Jabbour Yilun Du Yang Katie Zhao A. Raychowdhury Tushar Krishna Vijay Janapa Reddi LM&Ro 86 0 0 26 Apr 2025
Lightweight Latent Verifiers for Efficient Meta-Generation Strategies Bartosz Piotrowski Witold Drzewakowski Konrad Staniszewski Piotr Miłoś LRM 32 0 0 23 Apr 2025
Evaluating Multi-Hop Reasoning in Large Language Models: A Chemistry-Centric Case Study Mohammad Khodadad Ali Shiraee Kasmaee Mahdi Astaraki Nicholas Sherck H. Mahyar Soheila Samiee LRM 51 0 0 23 Apr 2025
BELL: Benchmarking the Explainability of Large Language Models Syed Quiser Ahmed Bharathi Vokkaliga Ganesh Jagadish Babu P Karthick Selvaraj ReddySiva Naga Parvathi Devi Sravya Kappala ELM 84 0 0 22 Apr 2025
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey Aoran Gan Hao Yu Kai Zhang Qi Liu Wenyu Yan Zhenya Huang Shiwei Tong Guoping Hu RALM 3DV 38 0 0 21 Apr 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators Yilun Zhou Austin Xu Peifeng Wang Caiming Xiong Shafiq R. Joty ELM ALM LRM 43 1 0 21 Apr 2025
A Self-Improving Coding Agent Maxime Robeyns Martin Szummer Laurence Aitchison LLMAG 33 0 0 21 Apr 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models Kang He Kaushik Roy LRM 29 0 0 18 Apr 2025
CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Ekta Gujral Apurva Sinha Lishi Ji Bijayani Sanghamitra Mishra 21 0 0 18 Apr 2025
Context-Awareness and Interpretability of Rare Occurrences for Discovery and Formalization of Critical Failure Modes Sridevi Polavaram Xin Zhou Meenu Ravi Mohammad Zarei Anmol Srivastava 12 0 0 18 Apr 2025
Efficient Reasoning Models: A Survey Sicheng Feng Gongfan Fang Xinyin Ma Xinchao Wang ReLM LRM 60 0 0 15 Apr 2025
Understanding and Optimizing Multi-Stage AI Inference Pipelines A. Bambhaniya Hanjiang Wu Suvinay Subramanian S. Srinivasan Souvik Kundu Amir Yazdanbakhsh Midhilesh Elavazhagan Madhu Kumar Tushar Krishna 46 0 0 14 Apr 2025
Fast-Slow-Thinking: Complex Task Solving with Large Language Models Yiliu Sun Yanfang Zhang Zicheng Zhao Sheng Wan Dacheng Tao Chen Gong LRM 26 0 0 11 Apr 2025
Echo Chamber: RL Post-training Amplifies Behaviors Learned in Pretraining Rosie Zhao Alexandru Meterez Sham Kakade C. Pehlevan Samy Jelassi Eran Malach ReLM LRM 41 2 0 10 Apr 2025
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models Yuxiang Lin Jingdong Sun Zhi-Qi Cheng Jue Wang Haomin Liang Zebang Cheng Yifei Dong Jun-Yan He Xiaojiang Peng Xian-Sheng Hua 39 0 0 10 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement X. Wang Z. Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM VLM LRM 69 1 0 10 Apr 2025
ThoughtProbe: Classifier-Guided Thought Space Exploration Leveraging LLM Intrinsic Reasoning Zijian Wang Chang Xu LRM 21 1 0 09 Apr 2025
The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning T. Zheng Yixiang Chen Chengxi Li Chunyang Li Qing Zong Haochen Shi Baixuan Xu Y. Song Ginny Y. Wong Simon See LRM 39 0 0 07 Apr 2025
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning Kate Sanders Benjamin Van Durme LRM 34 1 0 04 Apr 2025
Affordable AI Assistants with Knowledge Graph of Thoughts Maciej Besta Lorenzo Paleari Jia Hao Andrea Jiang Robert Gerstenberger You Wu ... Jón Gunnar Hannesson Grzegorz Kwa'sniewski Marcin Copik H. Niewiadomski Torsten Hoefler LLMAG RALM 67 0 0 03 Apr 2025
Hawkeye:Efficient Reasoning with Model Collaboration Jianshu She Z. Li Zhemin Huang Qi Li Peiran Xu Haonan Li Qirong Ho LRM 53 0 0 01 Apr 2025
CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation Jixuan Leng Chengsong Huang Langlin Huang Bill Yuchen Lin William W. Cohen Haohan Wang Jiaxin Huang LRM 34 0 0 30 Mar 2025
Efficient Inference for Large Reasoning Models: A Survey Y. Liu Jiaying Wu Yufei He Hongcheng Gao Hongyu Chen Baolong Bi Jiaheng Zhang Zhiqi Huang Bryan Hooi LLMAG LRM 62 7 0 29 Mar 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 80 11 0 27 Mar 2025
LogicLearner: A Tool for the Guided Practice of Propositional Logic Proofs Amogh Inamdar U. Macar Michel Vazirani Michael Tarnow Zarina Mustapha Natalia Dittren Sam Sadeh Nakul Verma Ansaf Salleb-Aouissi LRM 35 0 0 25 Mar 2025
Dancing with Critiques: Enhancing LLM Reasoning with Stepwise Natural Language Self-Critique Y. Li Jiahao Xu Tian Liang Xingyu Chen Zhiwei He ... Rui Wang Z. Zhang Zhaopeng Tu Haitao Mi Dong Yu LRM 43 1 0 21 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 74 21 0 20 Mar 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 54 0 0 19 Mar 2025
Temporal Consistency for LLM Reasoning Process Error Identification Jiacheng Guo Yue Wu Jiahao Qiu Kaixuan Huang Xinzhe Juan L. Yang Mengdi Wang LRM 53 0 0 18 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 84 7 0 16 Mar 2025
Visualizing Thought: Conceptual Diagrams Enable Robust Planning in LMMs Nasim Borazjanizadeh Roei Herzig Eduard Oks Trevor Darrell Rogerio Feris Leonid Karlinsky LRM 48 0 0 14 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 36 0 0 14 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 47 0 0 14 Mar 2025
Probabilistic Reasoning with LLMs for k-anonymity Estimation Jonathan Zheng Sauvik Das Alan Ritter Wei-ping Xu 55 0 0 12 Mar 2025
Cross-Examiner: Evaluating Consistency of Large Language Model-Generated Explanations Danielle Villa Maria Chang K. Murugesan Rosario A. Uceda-Sosa K. Ramamurthy LRM 50 0 0 11 Mar 2025
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving Yao Cheng Yibo Zhao Jiapeng Zhu Y. Liu X. Sun Xiang Li RALM ReLM 69 0 0 09 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 55 35 0 09 Mar 2025
SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning Chen Li Yinyi Luo Anudeep Bolimera Uzair Ahmed S. Hrishikesh Gokhale Marios Savvides LRM AI4CE 60 1 0 06 Mar 2025
Compositional Translation: A Novel LLM-based Approach for Low-resource Machine Translation A. Zebaze Benoît Sagot Rachel Bawden 70 0 0 06 Mar 2025
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent Xingzuo Li Kehai Chen Yunfei Long X. Bai Yong-mei Xu Min Zhang LRM LLMAG 79 1 0 04 Mar 2025
Sampling-Efficient Test-Time Scaling: Self-Estimating the Best-of-N Sampling in Early Decoding Y. Wang Pei Zhang Siyuan Huang Baosong Yang Z. Zhang Fei Huang Rui Wang BDL LRM 62 6 0 03 Mar 2025
Do GFlowNets Transfer? Case Study on the Game of 24/42 Adesh Gupta Abhinav Kumar Mansi Gupta Paras Chopra 98 0 0 03 Mar 2025