Title
Deep Compression Autoencoder for Efficient High-Resolution Diffusion Models Junyu Chen Han Cai Junsong Chen Enze Xie Shang Yang Haotian Tang Zhekai Zhang Yaojie Lu Song Han DiffM 176 7 0 20 Jan 2025
QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks Yaojie Hu Qiang Zhou Qihong Chen Xiaopeng Li Linbo Liu Dejiao Zhang Amit Kachroo Talha Oz Omer Tripp 175 7 0 20 Jan 2025
DriveLM: Driving with Graph Visual Question Answering Chonghao Sima Katrin Renz Kashyap Chitta Lawrence Yunliang Chen Hanxue Zhang Chengen Xie Jens Beißwenger Ping Luo Andreas Geiger Hongyang Li 295 208 0 17 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 183 18 0 17 Jan 2025
ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset Fen Wang Bomiao Wang Xueli Shu Zhen Liu Zekai Shao Chao Liu Siming Chen AI4TS 57 2 0 17 Jan 2025
Audio-CoT: Exploring Chain-of-Thought Reasoning in Large Audio Language Model Zejun Ma Zhuo Chen Yansen Wang Xiaofeng Wang Xie Chen AuLLM LRM 123 15 0 13 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Wu Chenyang Yang 182 34 0 10 Jan 2025
End-to-End Bangla AI for Solving Math Olympiad Problem Benchmark: Leveraging Large Language Model Using Integrated Approach H.M. Shadman Tabib Jaber Ahmed Deedar LRM 75 0 0 08 Jan 2025
Understanding Before Reasoning: Enhancing Chain-of-Thought with Iterative Summarization Pre-Prompting Dong-Hai Zhu Yu-Jie Xiong Jia-Chen Zhang Xi-Jiong Xie Chun-Ming Xia ReLM LRM 63 0 0 08 Jan 2025
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models Sijia Chen Baochun Li Di Niu LLMAG LRM AI4CE 128 14 0 08 Jan 2025
Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition Hao Fei Shengqiong Wu Wei Ji Hao Zhang Hao Fei Mong Li Lee Wynne Hsu LRM VGen 148 83 0 08 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 231 25 0 08 Jan 2025
Foundations of GenIR Qingyao Ai Jingtao Zhan Yang Liu 128 0 0 06 Jan 2025
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning Zhen Li Yupeng Su Runming Yang C. Xie Zehua Wang Zhongwei Xie Ngai Wong Hongxia Yang MQ LRM 181 4 0 06 Jan 2025
Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models Kaleem Ullah Qasim Jiashu Zhang Tariq Alsahfi Ateeq Ur Rehman Butt LRM ReLM 137 1 0 03 Jan 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 235 14 0 03 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 304 331 0 03 Jan 2025
Enhancing Reasoning through Process Supervision with Monte Carlo Tree Search Shuangtao Li Shuaihao Dong Kexin Luan Xinhan Di Chaofan Ding LRM 105 4 0 02 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 467 0 0 31 Dec 2024
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 RALM KELM LRM 443 3 0 31 Dec 2024
Natural Language Fine-Tuning Qingbin Liu Yue Wang Zhiqi Lin Min Chen Yixue Hao Long Hu 88 1 0 31 Dec 2024
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 155 30 0 31 Dec 2024
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 188 55 0 31 Dec 2024
Evaluate Summarization in Fine-Granularity: Auto Evaluation with LLM Dong Yuan Eti Rastogi Fen Zhao Sagar Goyal Gautam Naik Sree Prasanna Rajagopal 65 0 0 31 Dec 2024
Nash CoT: Multi-Path Inference with Preference Equilibrium Ziqi Zhang Cunxiang Wang Xiong Xiao Yue Zhang Donglin Wang LRM 101 2 0 31 Dec 2024
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 206 197 0 30 Dec 2024
Computational Analysis of Character Development in Holocaust Testimonies Esther Shizgal Eitan Wagner Renana Keydar Omri Abend 94 1 0 22 Dec 2024
Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces Jihan Yang Shusheng Yang Anjali W. Gupta Rilyn Han Li Fei-Fei Saining Xie LRM 212 107 0 18 Dec 2024
Evaluating Zero-Shot Multilingual Aspect-Based Sentiment Analysis with Large Language Models Chengyan Wu Bolei Ma Zheyu Zhang Ningyuan Deng Yanqing He Yun Xue LRM 130 1 0 17 Dec 2024
LLMs Can Simulate Standardized Patients via Agent Coevolution Zhuoyun Du Lujie Zheng Renjun Hu Yuyang Xu Xiaochen Li Ying Sun Wei Chen Jian Wu Haolei Cai Haohao Ying LM&MA 117 5 0 16 Dec 2024
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models Jiale Cheng Xiao-Chang Liu C. Wang Xiaotao Gu Yaojie Lu Dan Zhang Yuxiao Dong J. Tang Hongning Wang Minlie Huang LRM 189 4 0 16 Dec 2024
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan Rossi Dinesh Manocha 159 5 0 14 Dec 2024
What Makes Cryptic Crosswords Challenging for LLMs? Abdelrahman Sadallah Daria Kotova Ekaterina Kochmar AAML 164 0 0 12 Dec 2024
AutoReason: Automatic Few-Shot Reasoning Decomposition Arda Sevinc A. Gumus ReLM LRM 102 0 0 09 Dec 2024
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models Hieu Tran Zonghai Yao Junda Wang Yifan Zhang Zhichao Yang Hong-ye Yu LRM 179 7 0 03 Dec 2024
On Domain-Adaptive Post-Training for Multimodal Large Language Models Daixuan Cheng Shaohan Huang Ziyu Zhu Xintong Zhang Wayne Xin Zhao Zhongzhi Luan Bo Dai Zhenliang Zhang VLM 167 5 0 29 Nov 2024
Marconi: Prefix Caching for the Era of Hybrid LLMs Rui Pan Zhuang Wang Zhen Jia Can Karakus Luca Zancato Tri Dao Ravi Netravali Yida Wang 197 4 0 28 Nov 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 163 1 0 27 Nov 2024
Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS Jinyang Wu Mingkuan Feng Shuai Zhang Feihu Che Zengqi Wen J. Tao Jianhua Tao LRM ReLM 218 19 0 27 Nov 2024
Autonomous Imagination: Closed-Loop Decomposition of Visual-to-Textual Conversion in Visual Reasoning for Multimodal Large Language Models Qingbin Liu Yumeng Li Boyuan Xiao Yichang Jian Ziang Qin Tianjia Shao Yao-Xiang Ding Kun Zhou LRM MLLM 211 3 0 27 Nov 2024
Inference Scaling fLaws: The Limits of LLM Resampling with Imperfect Verifiers Benedikt Stroebl Sayash Kapoor Arvind Narayanan LRM 149 18 0 26 Nov 2024
BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving Teng Wang Wing-Yin Yu Zhenqi He Zehua Liu Xiongwei Han ... Han Wu Wei Shi Ruifeng She Fangzhou Zhu Tao Zhong AIMat OffRL LRM 207 3 0 26 Nov 2024
VL-RewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models Lei Li Y. X. Wei Zhihui Xie Xuqing Yang Yifan Song ... Tianyu Liu Sujian Li Bill Yuchen Lin Dianbo Sui Qiang Liu VLM CoGe 194 32 0 26 Nov 2024
Self-Generated Critiques Boost Reward Modeling for Language Models Yue Yu Zhengxing Chen Aston Zhang L Tan Chenguang Zhu ... Suchin Gururangan Chao-Yue Zhang Melanie Kambadur Dhruv Mahajan Rui Hou LRM ALM 183 27 0 25 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 201 1 0 22 Nov 2024
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 166 10 0 22 Nov 2024
On the Consistency of Video Large Language Models in Temporal Comprehension Minjoon Jung Junbin Xiao Byoung-Tak Zhang Angela Yao 176 2 0 20 Nov 2024
PSPO*: An Effective Process-supervised Policy Optimization for Reasoning Alignment Jiawei Li Xinyue Liang Yizhe Yang Yizhe Yang Yang Gao Yang Gao LRM 143 0 0 18 Nov 2024
Quasi-random Multi-Sample Inference for Large Language Models Aditya Parashar Aditya Vikram Singh Avinash Amballa Jinlin Lai Benjamin Rozonoyer LRM 100 0 0 09 Nov 2024
CaPo: Cooperative Plan Optimization for Efficient Embodied Multi-Agent Cooperation Jie Liu Pan Zhou Yingjun Du Ah-Hwee Tan Cees G. M. Snoek Jan-Jakob Sonke E. Gavves LLMAG 104 3 0 07 Nov 2024