Title
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 166 10 0 22 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 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 106 3 0 07 Nov 2024
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI R. Kaur Colin Samplawski Adam Cobb Anirban Roy Brian Matejek ... Daniel Elenius Alexander M. Berenbeim John A. Pavlik Nathaniel D. Bastian Susmit Jha 111 5 0 04 Nov 2024
Thinking Forward and Backward: Effective Backward Planning with Large Language Models Allen Z. Ren Brian Ichter Anirudha Majumdar LLMAG LRM 138 0 0 04 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 507 2 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 152 1 0 03 Nov 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs L. Chen Panrong Tong Zhongming Jin Ying Sun Jieping Ye Hui Xiong KELM RALM LRM 106 22 0 31 Oct 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 188 1 0 31 Oct 2024
Next-Token Prediction Task Assumes Optimal Data Ordering for LLM Training in Proof Generation Chenyang An Shima Imani Feng Yao Chengyu Dong Ali Abbasi ... Samuel Buss Jingbo Shang Gayathri Mahalingam Pramod Sharma Maurice Diesendruck LRM 74 1 0 30 Oct 2024
Retrieval-Augmented Generation with Estimation of Source Reliability Jeongyeon Hwang Junyoung Park Hyejin Park Dongwoo Kim Sangdon Park Jungseul Ok RALM 98 1 0 30 Oct 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 382 2 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 158 41 0 30 Oct 2024
A Hierarchical Language Model For Interpretable Graph Reasoning Sambhav Khurana Xiner Li Shurui Gui Shuiwang Ji LRM 127 0 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 100 4 0 29 Oct 2024
AAAR-1.0: Assessing AI's Potential to Assist Research Renze Lou Hanzi Xu Sijia Wang Jiangshu Du Ryo Kamoi ... Xi Li Kai Zhang Congying Xia Lifu Huang Wenpeng Yin 150 7 0 29 Oct 2024
Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse Ryan Liu Jiayi Geng Addison J. Wu Ilia Sucholutsky Tania Lombrozo Thomas Griffiths ReLM LRM 153 33 0 27 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 54 5 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 Dianbo Sui AI4CE 140 27 0 23 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 160 0 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 200 10 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 Dianbo Sui DiffM LRM 182 25 0 18 Oct 2024
LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs Yujun Zhou Jingdong Yang Yue Huang Kehan Guo Zoe Emory ... Tian Gao Werner Geyer Nuno Moniz Nitesh Chawla Xiangliang Zhang 132 7 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 Seon Gyeom Kim Dongha Lee Jinyoung Yeo LLMAG 107 23 0 17 Oct 2024
Aggregation Artifacts in Subjective Tasks Collapse Large Language Models' Posteriors Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 153 2 0 17 Oct 2024
How Numerical Precision Affects Arithmetical Reasoning Capabilities of LLMs Guhao Feng Kai-Bo Yang Yuntian Gu Xinyue Ai Shengjie Luo Jiacheng Sun Di He Zechao Li Liwei Wang LRM 87 13 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 Wang LRM 115 15 0 17 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 140 12 0 16 Oct 2024
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Chen Gong Shirui Pan LRM RALM 200 8 0 16 Oct 2024
On A Scale From 1 to 5: Quantifying Hallucination in Faithfulness Evaluation Xiaonan Jing Srinivas Billa Danny Godbout HILM 129 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 155 5 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 122 7 0 16 Oct 2024
Process Reward Model with Q-Value Rankings W. Li Yixuan Li LRM 154 25 0 15 Oct 2024
BridG MT: Enhancing LLMs' Machine Translation Capabilities with Sentence Bridging and Gradual MT Seung-Woo Choi Ga-Hyun Yoo Jay-Yoon Lee 70 0 0 15 Oct 2024
MIND: Math Informed syNthetic Dialogues for Pretraining LLMs Syeda Nahida Akter Shrimai Prabhumoye John Kamalu S. Satheesh Eric Nyberg M. Patwary Mohammad Shoeybi Bryan Catanzaro LRM SyDa ReLM 167 2 0 15 Oct 2024
G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks Guibin Zhang Xinfeng Li Xiangguo Sun Guancheng Wan Miao Yu Sihang Li Kun Wang Dawei Cheng Dawei Cheng AAML AI4CE 201 20 0 15 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 214 2 0 14 Oct 2024
Denial-of-Service Poisoning Attacks against Large Language Models Kuofeng Gao Tianyu Pang Chao Du Yong Yang Shu-Tao Xia Min Lin SILM AAML 174 6 0 14 Oct 2024
Language Model Preference Evaluation with Multiple Weak Evaluators Zhengyu Hu Jieyu Zhang Zhihan Xiong Alexander Ratner Hui Xiong Ranjay Krishna 181 5 0 14 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 130 5 0 14 Oct 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Jiachun Li Pengfei Cao Zhuoran Jin Yubo Chen Kang Liu Jun Zhao LRM ELM 80 7 0 12 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 150 10 0 10 Oct 2024
TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees Weibin Liao Xu Chu Yasha Wang LRM 140 8 0 10 Oct 2024
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models Qingni Wang Tiantian Geng Zhiyuan Wang Teng Wang Bo Fu Feng Zheng 192 5 0 10 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses Zonglin Yang Wanhao Liu Ben Gao Tong Xie You Li Wanli Ouyang Soujanya Poria Min Zhang Dongzhan Zhou LRM 141 25 0 09 Oct 2024
AgentSquare: Automatic LLM Agent Search in Modular Design Space Yu Shang Yu Li Keyu Zhao Likai Ma Qingbin Liu Fengli Xu Yong Li LLMAG 142 21 0 08 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 175 7 0 07 Oct 2024