Title
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jing Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Leilei Gan G. Wang Eduard H. Hovy OffRL 245 16 0 05 Dec 2024
Context Awareness Gate For Retrieval Augmented Generation Mohammad Hassan Heydari Arshia Hemmat Erfan Naman Afsaneh Fatemi RALM 126 2 0 25 Nov 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 304 1 0 23 Nov 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 187 2 0 20 Nov 2024
Engagement-Driven Content Generation with Large Language Models Simone Mungari Federico Cinus Marco Minici Francesco Bonchi Giuseppe Manco 158 1 0 20 Nov 2024
Annotative Indexing Charles L. A. Clarke 88 0 0 09 Nov 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Hai-Tao Zheng Xinyu Wang Yong Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 157 23 0 05 Nov 2024
Data Extraction Attacks in Retrieval-Augmented Generation via Backdoors Yuefeng Peng Junda Wang Hong-ye Yu Amir Houmansadr SILM 115 3 0 03 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 244 3 0 01 Nov 2024
GPT for Games: An Updated Scoping Review (2020-2024) Daijin Yang Erica Kleinman Casper Harteveld LLMAG AI4TS AI4CE 183 3 0 01 Nov 2024
Length-Induced Embedding Collapse in PLM-based Models Yuqi Zhou Sunhao Dai Zhanshuo Cao Xiao Zhang Jun Xu 98 1 0 31 Oct 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 203 17 0 28 Oct 2024
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 156 4 0 26 Oct 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 174 2 0 26 Oct 2024
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 54 5 0 23 Oct 2024
Retrieval Augmented Diffusion Model for Structure-informed Antibody Design and Optimization Zichen Wang Yaokun Ji Jianing Tian Shuangjia Zheng DiffM 109 3 0 19 Oct 2024
MCCoder: Streamlining Motion Control with LLM-Assisted Code Generation and Rigorous Verification Yin Li Liangwei Wang Shiyuan Piao Boo-Ho Yang Ziyue Li Wei Zeng Fugee Tsung 83 0 0 19 Oct 2024
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs Hamed Fayyaz Raphael Poulain Rahmatollah Beheshti 104 2 0 18 Oct 2024
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning Lang Cao Chao Peng Renhong Chen Wu Ning Yingtian Zou Yitong Li LRM 111 0 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 130 7 0 18 Oct 2024
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs Alireza Rezazadeh Zichao Li Wei Wei Yujia Bao 164 6 0 17 Oct 2024
A Little Human Data Goes A Long Way Dhananjay Ashok Jonathan May SyDa 120 4 0 17 Oct 2024
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 210 7 0 17 Oct 2024
Facilitating Multi-turn Function Calling for LLMs via Compositional Instruction Tuning Mingyang Chen Haoze Sun Tianpeng Li Fan Yang Hao Liang Keer Lu Tengjiao Wang Wentao Zhang Guosheng Dong Weipeng Chen LRM 121 6 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 148 5 0 16 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 124 17 0 15 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 468 3 0 15 Oct 2024
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG X. Zhao Yan Zhong Zetian Sun Xinshuo Hu Zhenyu Liu Dongfang Li Baotian Hu Min Zhang 254 8 0 14 Oct 2024
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning Yongxin Xu Ruizhe Zhang Xinke Jiang Yujie Feng Yuzhen Xiao Xinyu Ma Runchuan Zhu Xu Chu Junfeng Zhao Yasha Wang KELM 100 4 0 14 Oct 2024
Context-Augmented Code Generation Using Programming Knowledge Graphs Iman Saberi Fatemeh H. Fard 72 1 0 09 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 151 1 0 09 Oct 2024
LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo Lianghao Xia Yanhua Yu Tu Ao Chao Huang 125 30 0 08 Oct 2024
Ward: Provable RAG Dataset Inference via LLM Watermarks Nikola Jovanović Robin Staab Maximilian Baader Martin Vechev 466 5 0 04 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 194 7 0 03 Oct 2024
RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance Haolin Jin Zechao Sun Huaming Chen LLMAG 79 2 0 02 Oct 2024
PersonalLLM: Tailoring LLMs to Individual Preferences Thomas P. Zollo Andrew Siah Naimeng Ye Ang Li Hongseok Namkoong 127 13 0 30 Sep 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 116 9 0 29 Sep 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 252 14 0 29 Sep 2024
LoopSR: Looping Sim-and-Real for Lifelong Policy Adaptation of Legged Robots Peilin Wu Weiji Xie Jiahang Cao H. Lai Weinan Zhang 88 2 0 26 Sep 2024
Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies Skatje Myers Timothy A. Miller Yanjun Gao M. Churpek Anoop Mayampurath Dmitriy Dligach Majid Afshar 81 3 0 23 Sep 2024
Deploying Open-Source Large Language Models: A performance Analysis Yannis Bendi-Ouis Dan Dutarte Xavier Hinaut ALM 57 2 0 23 Sep 2024
Co-occurrence is not Factual Association in Language Models Xiao Zhang Miao Li Ji Wu KELM 172 4 0 21 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 130 12 0 17 Sep 2024
On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains Xun Xian Ganghua Wang Xuan Bi Jayanth Srinivasa Ashish Kundu Charles Fleming Mingyi Hong Jie Ding SILM 70 2 0 12 Sep 2024
A Simplified Retriever to Improve Accuracy of Phenotype Normalizations by Large Language Models D. B. Hier Thanh Son Do Tayo Obafemi-Ajayi 102 1 0 11 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 95 19 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 244 32 0 10 Sep 2024
Prompt-based Personality Profiling: Reinforcement Learning for Relevance Filtering Jan Hofmann Cornelia Sindermann Roman Klinger 135 0 0 06 Sep 2024
An overview of domain-specific foundation model: key technologies, applications and challenges Haolong Chen Hanzhi Chen Zijian Zhao Kaifeng Han Guangxu Zhu Yichen Zhao Ying Du Wei Xu Qingjiang Shi ALM VLM 111 5 0 06 Sep 2024
Revolutionizing Database Q&A with Large Language Models: Comprehensive Benchmark and Evaluation Yihang Zheng Yue Liu Zhenghao Lin Yi Luo Xuanhe Zhou Chen Lin Jinsong Su Guoliang Li Shifu Li ELM 103 2 0 05 Sep 2024