Title
LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search Elias Jääsaari Ville Hyvönen Teemu Roos 16 0 0 24 Oct 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 29 4 0 24 Oct 2024
TabDPT: Scaling Tabular Foundation Models Junwei Ma Valentin Thomas Rasa Hosseinzadeh Hamidreza Kamkari Alex Labach Jesse C. Cresswell Keyvan Golestan Guangwei Yu M. Volkovs Anthony L. Caterini LMTD 34 3 0 23 Oct 2024
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning Zongmeng Zhang Yufeng Shi Jinhua Zhu Wengang Zhou Xiang Qi Peng Zhang H. Li RALM HILM 18 0 0 22 Oct 2024
Beyond Retrieval: Generating Narratives in Conversational Recommender Systems Krishna Sayana Raghavendra Vasudeva Yuri Vasilevski Kun Su Liam Hebert H. Pham Ambarish Jash Sukhdeep S. Sodhi 3DV 30 4 0 22 Oct 2024
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMs Reza Fayyazi Stella Hoyos Trueba Michael Zuzak S. Yang 31 0 0 22 Oct 2024
Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs Xin Zhou Ping Nie Yiwen Guo Haojie Wei Zhanqiu Zhang Pasquale Minervini Ruotian Ma Tao Gui Qi Zhang Xuanjing Huang MoE 42 0 0 20 Oct 2024
RA-BLIP: Multimodal Adaptive Retrieval-Augmented Bootstrapping Language-Image Pre-training Muhe Ding Yang Ma Pengda Qin Jianlong Wu Yuhong Li Liqiang Nie 18 1 0 18 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 26 7 0 17 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 63 2 0 16 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 129 1 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 58 6 0 14 Oct 2024
CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device Yicheng Fu R. Anantha Jianpeng Cheng LRM LLMAG 26 2 0 12 Oct 2024
ACER: Automatic Language Model Context Extension via Retrieval Luyu Gao Yunyi Zhang Jamie Callan RALM 24 0 0 11 Oct 2024
Generation with Dynamic Vocabulary Yanting Liu Tao Ji Changzhi Sun Yuanbin Wu Xiaoling Wang 45 0 0 11 Oct 2024
Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks Mathis Pink Vy A. Vo Qinyuan Wu Jianing Mu Javier S. Turek Uri Hasson K. A. Norman Sebastian Michelmann Alexander G. Huth Mariya Toneva 26 1 0 10 Oct 2024
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text Songshuo Lu Hua Wang Yutian Rong Zhi Chen Yaohua Tang VLM 31 12 0 10 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 27 3 0 10 Oct 2024
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models Fei Wang Xingchen Wan Ruoxi Sun Jiefeng Chen Sercan Ö. Arık RALM 32 7 0 09 Oct 2024
Retrieval-Augmented Decision Transformer: External Memory for In-context RL Thomas Schmied Fabian Paischer Vihang Patil M. Hofmarcher Razvan Pascanu Sepp Hochreiter OffRL 34 6 0 09 Oct 2024
Retrieval Replace Reduction: An effective visual token reduction method via semantic match Yingen Liu Fan Wu Ruihui Li Zhuo Tang KenLi Li VLM 23 0 0 09 Oct 2024
LeanAgent: Lifelong Learning for Formal Theorem Proving Adarsh Kumarappan Mo Tiwari Peiyang Song Robert Joseph George Chaowei Xiao Anima Anandkumar CLL LLMAG LRM 70 8 0 08 Oct 2024
GARLIC: LLM-Guided Dynamic Progress Control with Hierarchical Weighted Graph for Long Document QA Xinyu Wang Yanzheng Xiang Lin Gui Yulan He 21 2 0 07 Oct 2024
Leverage Knowledge Graph and Large Language Model for Law Article Recommendation: A Case Study of Chinese Criminal Law Yongming Chen Miner Chen Ye Zhu Juan Pei Siyu Chen Yu Zhou Yi Wang Yifan Zhou Hao Li Songan Zhang AILaw ELM 55 1 0 07 Oct 2024
Driving with Regulation: Interpretable Decision-Making for Autonomous Vehicles with Retrieval-Augmented Reasoning via LLM Tianhui Cai Yifan Liu Zewei Zhou Haoxuan Ma Seth Z. Zhao Zhiwen Wu Jiaqi Ma 42 6 0 07 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 35 10 0 06 Oct 2024
Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation Chu Fei Luo Radin Shayanfar R. Bhambhoria Samuel Dahan Xiaodan Zhu AILaw 26 0 0 04 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 34 4 0 03 Oct 2024
Contextual Document Embeddings John X. Morris Alexander M. Rush 19 7 0 03 Oct 2024
DoPAMine: Domain-specific Pre-training Adaptation from seed-guided data Mining Vinayak Arannil Neha Narwal Sourav Sanjukta Bhabesh Sai Nikhil Thirandas Darren Yow-Bang Wang Graham Horwood Alex Anto Chirayath Gouri Pandeshwar 41 0 0 30 Sep 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq R. Joty HILM 110 16 0 30 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 111 8 0 29 Sep 2024
Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer Decomposition Pritika Ramu Koustava Goswami Apoorv Saxena Balaji Vasan Srinivavsan 33 1 0 25 Sep 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 24 3 0 24 Sep 2024
Lighter And Better: Towards Flexible Context Adaptation For Retrieval Augmented Generation Zheng Liu Chenyuan Wu Ninglu Shao Shitao Xiao Chaozhuo Li Defu Lian RALM 19 0 0 24 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 32 33 0 23 Sep 2024
MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines Dongzhi Jiang Renrui Zhang Ziyu Guo Yanmin Wu Jiayi Lei ... Guanglu Song Peng Gao Yu Liu Chunyuan Li Hongsheng Li MLLM 27 16 0 19 Sep 2024
FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists Tenghao Huang Donghee Lee John Sweeney Jiatong Shi Emily Steliotes Matthew Lange Jonathan May Muhao Chen 34 2 0 19 Sep 2024
RAG-Modulo: Solving Sequential Tasks using Experience, Critics, and Language Models Abhinav Jain Chris Jermaine Vaibhav Unhelkar KELM LLMAG 26 1 0 18 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 50 27 0 16 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 21 2 0 12 Sep 2024
Retro-li: Small-Scale Retrieval Augmented Generation Supporting Noisy Similarity Searches and Domain Shift Generalization Gentiana Rashiti G. Karunaratne Mrinmaya Sachan Abu Sebastian Abbas Rahimi RALM 32 0 0 12 Sep 2024
Column Vocabulary Association (CVA): semantic interpretation of dataless tables Margherita Martorana Xueli Pan Benno Kruit Tobias Kuhn Jacco van Ossenbruggen 28 1 0 06 Sep 2024
You Only Use Reactive Attention Slice For Long Context Retrieval Yun Joon Soh Hanxian Huang Yuandong Tian Jishen Zhao RALM 33 0 0 03 Sep 2024
A Learnable Agent Collaboration Network Framework for Personalized Multimodal AI Search Engine Yunxiao Shi Min Xu Haimin Zhang Xing Zi Qiang Wu LLMAG 30 3 0 01 Sep 2024
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering Su Hyeon Lim Minkuk Kim Hyeon Bae Kim Seong Tae Kim ReLM LRM 35 0 0 30 Aug 2024
Enhancing and Accelerating Large Language Models via Instruction-Aware Contextual Compression Haowen Hou Fei Ma Binwen Bai Xinxin Zhu Fei Yu 28 0 0 28 Aug 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models Soumya Basu A. S. Rawat Manzil Zaheer RALM 41 0 0 27 Aug 2024
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian Philosophy Priyanka Mandikal RALM VLM 45 0 0 21 Aug 2024
Great Memory, Shallow Reasoning: Limits of $k$ NN-LMs Shangyi Geng Wenting Zhao Alexander M. Rush RALM ReLM LRM 29 1 0 21 Aug 2024