Title
The Energy Cost of Reasoning: Analyzing Energy Usage in LLMs with Test-time Compute Yunho Jin Gu-Yeon Wei David Brooks LRM 9 0 0 20 May 2025
$$\texttt{DIAMONDs}$: A Dataset for $\mathbb{D}$ynamic $\mathbb{I}$nformation $\mathbb{A}$nd $\mathbb{M}$ental modeling $\mathbb{O}$f $\mathbb{N}$umeric $\mathbb{D}$iscussions$ $\texttt{DIAMONDs}$ : A Dataset for $\mathbb{D}$ ynamic $\mathbb{I}$ nformation $\mathbb{A}$ nd $\mathbb{M}$ ental modeling $\mathbb{O}$ f $\mathbb{N}$ umeric $\mathbb{D}$ iscussions Sayontan Ghosh Mahnaz Koupaee Yash Kumar Lal Pegah Alipoormolabashi Mohammad Saqib Hasan Jun Seok Kang Niranjan Balasubramanian 17 0 0 19 May 2025
Introspective Growth: Automatically Advancing LLM Expertise in Technology Judgment Siyang Wu Honglin Bao Nadav Kunievsky James A. Evans 17 0 0 18 May 2025
LLM Context Conditioning and PWP Prompting for Multimodal Validation of Chemical Formulas Evgeny Markhasin 9 0 0 18 May 2025
Retrospex: Language Agent Meets Offline Reinforcement Learning Critic Yufei Xiang Yiqun Shen Yeqin Zhang Cam-Tu Nguyen OffRL LLMAG KELM LRM 24 1 0 17 May 2025
Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory Yexiang Liu Zekun Li Zhi Fang Nan Xu Ran He Tieniu Tan LRM 19 0 0 16 May 2025
Disentangling Reasoning and Knowledge in Medical Large Language Models Rahul Thapa Qingyang Wu Kevin Wu Harrison Zhang Angela Zhang ... Joseph Boen Shriya Reddy Ben Athiwaratkun Shuaiwen Leon Song James Zou ELM AI4MH LM&MA LRM 25 0 0 16 May 2025
Towards a Deeper Understanding of Reasoning Capabilities in Large Language Models Annie Wong Thomas Bäck Aske Plaat Niki van Stein Anna V. Kononova ReLM ELM LRM 50 0 0 15 May 2025
Parallel Scaling Law for Language Models Mouxiang Chen Binyuan Hui Zeyu Cui Jiaxi Yang Dayiheng Liu Jianling Sun Junyang Lin Zhongxin Liu MoE LRM 39 0 0 15 May 2025
Mining Hidden Thoughts from Texts: Evaluating Continual Pretraining with Synthetic Data for LLM Reasoning Yoichi Ishibashi Taro Yano Masafumi Oyamada SyDa LRM 46 0 0 15 May 2025
The CoT Encyclopedia: Analyzing, Predicting, and Controlling how a Reasoning Model will Think Seongyun Lee Seungone Kim Minju Seo Yongrae Jo Dongyoung Go ... Xiang Yue Sean Welleck Graham Neubig Moontae Lee Minjoon Seo LRM 31 0 0 15 May 2025
AI-Mediated Code Comment Improvement Maria Dhakal Chia-Yi Su Robert Wallace Chris Fakhimi Aakash Bansal Toby Jia-Jun Li Yu Huang Collin McMillan SyDa 29 0 0 13 May 2025
CodePDE: An Inference Framework for LLM-driven PDE Solver Generation Shanda Li Tanya Marwah Junhong Shen W. Sun Andrej Risteski Yiming Yang Ameet Talwalkar AI4CE 46 0 0 13 May 2025
PLHF: Prompt Optimization with Few-Shot Human Feedback Chun-Pai Yang Kan Zheng Shou-De Lin 24 0 0 11 May 2025
Convert Language Model into a Value-based Strategic Planner Xiaoyu Wang Yue Zhao Qingqing Gu Zhonglin Jiang Xinyu Chen Yong Chen Luo Ji LLMAG 20 0 0 11 May 2025
Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities Haoyang Xie Feng Ju 26 0 0 10 May 2025
G-FOCUS: Towards a Robust Method for Assessing UI Design Persuasiveness Jaehyun Jeon Janghan Yoon Minsoo Kim Sumin Shim Yejin Choi Hanbin Kim Youngjae Yu AAML 49 0 0 08 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 57 0 0 07 May 2025
Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale Jiale Liu Yifan Zeng Shaokun Zhang Chi Zhang Malte Højmark-Bertelsen Marie Normann Gadeberg Han Wang Qingyun Wu 41 0 0 06 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 78 2 0 05 May 2025
DriveAgent: Multi-Agent Structured Reasoning with LLM and Multimodal Sensor Fusion for Autonomous Driving Xinmeng Hou Wuqi Wang Long Yang Hao Lin Jinglun Feng Haigen Min Xiangmo Zhao 42 0 0 04 May 2025
Structured Prompting and Feedback-Guided Reasoning with LLMs for Data Interpretation Amit Rath LRM 33 0 0 03 May 2025
Focus on the Likely: Test-time Instance-based Uncertainty Removal Johannes Schneider 37 0 0 02 May 2025
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 34 0 0 30 Apr 2025
Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning Pengxiang Li Zhi Gao Bofei Zhang Yapeng Mi Xiaojian Ma ... Tao Yuan Yuwei Wu Yunde Jia Song-Chun Zhu Qing Li LLMAG 75 0 0 30 Apr 2025
ShorterBetter: Guiding Reasoning Models to Find Optimal Inference Length for Efficient Reasoning Jingyang Yi Jiazheng Wang Sida Li ReLM OODD LRM 224 3 0 30 Apr 2025
A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Khoi Trinh S. Seidenberger Raveen Wijewickrama Murtuza Jadliwala Anindya Maiti 218 0 0 29 Apr 2025
Towards Adaptive Software Agents for Debugging Yacine Majdoub Eya Ben Charrada Haifa Touati LLMAG 88 0 0 25 Apr 2025
Evolution of AI in Education: Agentic Workflows Firuz Kamalov David Santandreu Calonge Linda Smail Dilshod Azizov Dimple R. Thadani Theresa Kwong Amara Atif 55 2 0 25 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 94 0 0 25 Apr 2025
Does Knowledge Distillation Matter for Large Language Model based Bundle Generation? Kaidong Feng Zhu Sun Jie Yang Hui Fang Xinghua Qu Wen Liu 48 0 0 24 Apr 2025
Tempo: Application-aware LLM Serving with Mixed SLO Requirements Wei Zhang Zhiyu Wu Yi Mu Banruo Liu Myungjin Lee Fan Lai 60 0 0 24 Apr 2025
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Li Sheng Li Sheng Ganqu Cui ... Youbang Sun Zhiyuan Ma Lifan Yuan Ning Ding Bowen Zhou OffRL 195 5 0 22 Apr 2025
From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning Le Zhuo Liangbing Zhao Sayak Paul Yue Liao Renrui Zhang Yi Xin Peng Gao Mohamed Elhoseiny Yiming Li VLM 75 0 0 22 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 Chenyu You ELM ALM LRM 58 3 0 21 Apr 2025
A Self-Improving Coding Agent Maxime Robeyns Martin Szummer Laurence Aitchison LLMAG 51 0 0 21 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang Dan Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 51 1 0 18 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting Tianwei Ni Allen Nie Sapana Chaudhary Yao Liu Huzefa Rangwala Rasool Fakoor ReLM CLL LRM 228 0 0 15 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 55 0 0 10 Apr 2025
LSR-MCTS: Alleviating Long Range Dependency in Code Generation Tingwei Lu Yangning Li Liyuan Wang Binghuai Lin Jiwei Tang ... Wanshi Xu Hai-Tao Zheng Yinghui Li Xin Su Zifei Shan LLMAG 75 0 0 10 Apr 2025
Debate Only When Necessary: Adaptive Multiagent Collaboration for Efficient LLM Reasoning Sugyeong Eo Hyeonseok Moon Evelyn Hayoon Zi Chanjun Park Heuiseok Lim LLMAG 56 1 0 07 Apr 2025
CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization Weiwei Sun Shengyu Feng Shanda Li Yiming Yang LLMAG 50 1 0 06 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 43 0 0 05 Apr 2025
CoLa -- Learning to Interactively Collaborate with Large LMs Abhishek Sharma Dan Goldwasser LLMAG SyDa 67 0 0 03 Apr 2025
Review, Refine, Repeat: Understanding Iterative Decoding of AI Agents with Dynamic Evaluation and Selection Souradip Chakraborty Mohammadreza Pourreza Ruoxi Sun Yiwen Song Nino Scherrer ... Furong Huang Amrit Singh Bedi Ahmad Beirami Hamid Palangi Tomas Pfister 60 0 0 02 Apr 2025
ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition Yong Liu Zonglin Yang Tong Xie Jinjie Ni Ben Gao Yuan Li Shixiang Tang Wanli Ouyang Min Zhang Dongzhan Zhou 39 3 0 27 Mar 2025
RAIDER: Tool-Equipped Large Language Model Agent for Robotic Action Issue Detection, Explanation and Recovery Silvia Izquierdo-Badiola Carlos Rizzo Guillem Alenyà LLMAG LM&Ro 89 0 0 22 Mar 2025
The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement Ruihan Yang Fanghua Ye Jian Li Siyu Yuan Yikai Zhang Zhaopeng Tu Xiaolong Li Deqing Yang LLMAG 78 4 0 20 Mar 2025
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers Nikhil Abhyankar Parshin Shojaee Chandan K. Reddy 70 0 0 18 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 0 0 18 Mar 2025