Title
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 95 224 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 110 412 0 03 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
Beyond Numeric Awards: In-Context Dueling Bandits with LLM Agents Fanzeng Xia Hao Liu Yisong Yue Tongxin Li 67 1 0 03 Jan 2025
Verbosity-Aware Rationale Reduction: Effective Reduction of Redundant Rationale via Principled Criteria Joonwon Jang Jaehee Kim Wonbin Kweon Hwanjo Yu LRM 47 1 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 43 2 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 179 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 179 1 0 31 Dec 2024
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 70 38 0 31 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 Yunfan LU Dan Zhang Yuxiao Dong J. Tang Hongning Wang Minlie Huang LRM 126 3 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 95 3 0 14 Dec 2024
What Makes Cryptic Crosswords Challenging for LLMs? Abdelrahman Sadallah Daria Kotova Ekaterina Kochmar AAML 101 0 0 12 Dec 2024
On Domain-Specific 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 102 2 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 97 4 0 28 Nov 2024
The importance of visual modelling languages in generative software engineering Roberto Rossi 79 1 0 27 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 82 3 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 99 16 0 25 Nov 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 100 1 0 22 Nov 2024
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 75 5 0 22 Nov 2024
On the Consistency of Video Large Language Models in Temporal Comprehension Minjoon Jung Junbin Xiao Byoung-Tak Zhang Angela Yao 87 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 85 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 61 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 J. Sonke E. Gavves LLMAG 34 2 0 07 Nov 2024
Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning Md Rifat Arefin G. Subbaraj Nicolas Angelard-Gontier Yann LeCun Irina Rish Ravid Shwartz-Ziv C. Pal LRM 181 0 0 04 Nov 2024
A Deep Dive Into Large Language Model Code Generation Mistakes: What and Why? QiHong Chen Jiawei Li Jiecheng Deng Jiachen Yu Justin Tian Jin Chen Iftekhar Ahmed 56 0 0 03 Nov 2024
Dynamic Uncertainty Ranking: Enhancing Retrieval-Augmented In-Context Learning for Long-Tail Knowledge in LLMs Shuyang Yu Runxue Bao Parminder Bhatia Taha A. Kass-Hout Jiayu Zhou Cao Xiao 45 1 0 31 Oct 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 89 1 0 30 Oct 2024
On Memorization of Large Language Models in Logical Reasoning Chulin Xie Yangsibo Huang Chiyuan Zhang Da Yu Xinyun Chen Bill Yuchen Lin Bo Li Badih Ghazi Ravi Kumar LRM 53 22 0 30 Oct 2024
AAAR-1.0: Assessing AI's Potential to Assist Research Renze Lou Hanzi Xu Sijia Wang Jiangshu Du Ryo Kamoi ... Xi Li Kaipeng Zhang Congying Xia Lifu Huang Wenpeng Yin 43 5 0 29 Oct 2024
Do Large Language Models Align with Core Mental Health Counseling Competencies? Viet Cuong Nguyen Mohammad Taher Dongwan Hong Vinicius Konkolics Possobom Vibha Thirunellayi Gopalakrishnan ... Zihang Li H. J. Soled Michael L. Birnbaum Srijan Kumar M. D. Choudhury ELM LM&MA AI4MH 39 3 0 29 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 44 4 0 23 Oct 2024
Scaling Diffusion Language Models via Adaptation from Autoregressive Models Shansan Gong Shivam Agarwal Yizhe Zhang Jiacheng Ye Lin Zheng ... Peilin Zhao W. Bi Jiawei Han Hao Peng Lingpeng Kong AI4CE 78 16 0 23 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 31 3 0 19 Oct 2024
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs Yujun Zhou Jingdong Yang Kehan Guo Pin-Yu Chen Tian Gao ... Tian Gao Werner Geyer Nuno Moniz Nitesh V Chawla Xiangliang Zhang 43 5 0 18 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 78 4 0 18 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 59 3 0 18 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Zhiyu Li Lingpeng Kong DiffM LRM 66 15 0 18 Oct 2024
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation Hyungjoo Chae Namyoung Kim Kai Tzu-iunn Ong Minju Gwak Gwanwoo Song Jihoon Kim S. Kim Dongha Lee Jinyoung Yeo LLMAG 33 14 0 17 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation Yiming Wang Pei Zhang Baosong Yang Derek F. Wong Rui-cang Wang LRM 50 5 0 17 Oct 2024
Aggregation Artifacts in Subjective Tasks Collapse Large Language Models' Posteriors Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 34 0 0 17 Oct 2024
Sensitivity of Generative VLMs to Semantically and Lexically Altered Prompts Sri Harsha Dumpala Aman Jaiswal Chandramouli Shama Sastry E. Milios Sageev Oore Hassan Sajjad VLM 26 2 0 16 Oct 2024
A Claim Decomposition Benchmark for Long-form Answer Verification Zhihao Zhang Yixing Fan Ruqing Zhang J. Guo HILM 28 0 0 16 Oct 2024
Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs Lei Sun Xinchen Wang Youdi Li RALM 34 0 0 16 Oct 2024
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up Jiahao Yuan Dehui Du Hao Zhang Zixiang Di Usman Naseem LRM 36 2 0 16 Oct 2024
On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation Xiaonan Jing Srinivas Billa Danny Godbout HILM 45 0 0 16 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 50 2 0 16 Oct 2024
Evaluating the Instruction-following Abilities of Language Models using Knowledge Tasks Rudra Murthy Prince Kumar Praveen Venkateswaran Danish Contractor KELM ALM ELM 43 1 0 16 Oct 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 58 6 0 16 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 42 0 0 15 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 59 15 0 15 Oct 2024