Title
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks Xingxuan Li Weiwen Xu Ruochen Zhao Fangkai Jiao Shafiq Joty Lidong Bing LRM 112 11 0 02 Oct 2024
Enhancing Retrieval in QA Systems with Derived Feature Association Keyush Shah Abhishek Goyal Isaac Wasserman RALM 28 0 0 02 Oct 2024
BSharedRAG: Backbone Shared Retrieval-Augmented Generation for the E-commerce Domain Kaisi Guan Qian Cao Yuchong Sun Xiting Wang Ruihua Song 84 1 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 252 14 0 29 Sep 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 56 5 0 24 Sep 2024
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval Jiatao Li Xinyu Hu Xiaojun Wan 61 1 0 21 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 482 2 0 20 Sep 2024
RAG-Modulo: Solving Sequential Tasks using Experience, Critics, and Language Models Abhinav Jain Chris Jermaine Vaibhav Unhelkar KELM LLMAG 55 1 0 18 Sep 2024
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 90 1 0 18 Sep 2024
Model Tells Itself Where to Attend: Faithfulness Meets Automatic Attention Steering Qingru Zhang Xiaodong Yu Chandan Singh Xiaodong Liu Liyuan Liu Jianfeng Gao Tuo Zhao Dan Roth Hao Cheng RALM 61 8 0 16 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 113 39 0 16 Sep 2024
SFR-RAG: Towards Contextually Faithful LLMs Xuan-Phi Nguyen Shrey Pandit Senthil Purushwalkam Austin Xu Hailin Chen Yifei Ming Zixuan Ke Silvio Savarese Caiming Xong Shafiq Joty RALM 132 10 0 16 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
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language Models Xingyun Hong Yan Shao Zhilin Wang Manni Duan Jin Xiongnan 86 0 0 09 Sep 2024
Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance Guanyu Lin Tao Feng Pengrui Han Ge Liu Jiaxuan You 48 2 0 06 Sep 2024
RAG based Question-Answering for Contextual Response Prediction System Sriram Veturi Saurabh Vaichal Reshma Lal Jagadheesh Nafis Irtiza Tripto Nian Yan RALM 70 7 0 05 Sep 2024
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering Yeonjun In Sungchul Kim Ryan Rossi Md Mehrab Tanjim Tong Yu Ritwik Sinha Chanyoung Park 90 3 0 04 Sep 2024
Squid: Long Context as a New Modality for Energy-Efficient On-Device Language Models Wei Chen Zhiyuan Li Shuo Xin Yihao Wang 104 5 0 28 Aug 2024
Enhancing and Accelerating Large Language Models via Instruction-Aware Contextual Compression Haowen Hou Fei Ma Binwen Bai Xinxin Zhu Fei Yu 70 0 0 28 Aug 2024
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian Philosophy Priyanka Mandikal RALM VLM 47 0 0 21 Aug 2024
Xinyu: An Efficient LLM-based System for Commentary Generation Yiquan Wu Bo Tang Chenyang Xi Yu Yu Pengyu Wang ... Peng Cheng Zhonghao Wang Yi Wang Yi Luo Mingchuan Yang 81 3 0 21 Aug 2024
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering Xiaoming Zhang Ming Wang Xiaocui Yang Daling Wang Shi Feng Yifei Zhang RALM 92 6 0 20 Aug 2024
Emotional RAG LLMs: Reading Comprehension for the Open Internet Benjamin Z. Reichman Adar Avsian Kartik Talamadupula Toshish Jawale Larry Heck RALM 62 1 0 20 Aug 2024
Agentic Retrieval-Augmented Generation for Time Series Analysis Chidaksh Ravuru Sagar Srinivas Sakhinana Venkataramana Runkana AI4TS 95 9 0 18 Aug 2024
VERA: Validation and Evaluation of Retrieval-Augmented Systems Tianyu Ding Adi Banerjee Laurent Mombaerts Yunhong Li Tarik Borogovac Juan Pablo De la Cruz Weinstein 67 2 0 16 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 141 2 0 15 Aug 2024
ONSEP: A Novel Online Neural-Symbolic Framework for Event Prediction Based on Large Language Model Xuanqing Yu Wangtao Sun Jingwei Li Kang Liu Chengbao Liu Jie Tan OffRL AI4TS 89 4 0 14 Aug 2024
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs Weijian Xie Xuefeng Liang Yuhui Liu Kaihua Ni Hong Cheng Zetian Hu 3DV RALM 113 3 0 14 Aug 2024
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMs Kexin Ma Ruochun Jin Xi Wang Huan Chen Jing Ren Yuhua Tang 52 0 0 10 Aug 2024
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning Seong-Il Park Seung-Woo Choi Na-Hyun Kim Jay-Yoon Lee RALM AIFin LRM 80 3 0 08 Aug 2024
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering Ziyuan Zhuang Zhiyang Zhang Sitao Cheng Fangkai Yang Jia Liu Shujian Huang Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang RALM 70 9 0 08 Aug 2024
MaxMind: A Memory Loop Network to Enhance Software Productivity based on Large Language Models Yuchen Dong Xiaoxiang Fang Yuchen Hu Renshuang Jiang Zhe Jiang 100 0 0 07 Aug 2024
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering Tiezheng Guo Chen Wang Yanyi Liu Jiawei Tang Pan Li Sai Xu Qingwen Yang Xianlin Gao Zhi Li Yingyou Wen RALM 81 1 0 06 Aug 2024
Entity Retrieval for Answering Entity-Centric Questions Hassan S. Shavarani Anoop Sarkar RALM 61 3 0 05 Aug 2024
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks Yunfan Gao Yun Xiong Meng Wang Haofen Wang 113 21 0 26 Jul 2024
The Geometry of Queries: Query-Based Innovations in Retrieval-Augmented Generation Eric Yang Jonathan Amar Jong Ha Lee Bhawesh Kumar Yugang Jia 43 0 0 25 Jul 2024
Retrieval Augmented Generation or Long-Context LLMs? A Comprehensive Study and Hybrid Approach Zhuowan Li Cheng-rong Li Mingyang Zhang Qiaozhu Mei Michael Bendersky 3DV RALM 121 51 0 23 Jul 2024
Retrieve, Generate, Evaluate: A Case Study for Medical Paraphrases Generation with Small Language Models Ioana Buhnila Aman Sinha Mathieu Constant LM&MA 61 1 0 23 Jul 2024
Relational Database Augmented Large Language Model Zongyue Qin Chen Luo Zhengyang Wang Haoming Jiang Yizhou Sun KELM 88 2 0 21 Jul 2024
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation Liwen Sun James Zhao Megan Han Chenyan Xiong MedIm 138 12 0 21 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 153 14 0 18 Jul 2024
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark Tsung-Han Wu Giscard Biamby Jerome Quenum Ritwik Gupta Joseph E. Gonzalez Trevor Darrell David M. Chan VLM 90 0 0 18 Jul 2024
Retrieval-Augmented Generation for Natural Language Processing: A Survey Shangyu Wu Ying Xiong Yufei Cui Haolun Wu Can Chen ... Lianming Huang Xue Liu Tei-Wei Kuo Nan Guan Chun Jason Xue 3DV RALM 143 39 0 18 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 122 8 0 17 Jul 2024
On Mitigating Code LLM Hallucinations with API Documentation Nihal Jain Robert Kwiatkowski Baishakhi Ray M. K. Ramanathan Varun Kumar 100 8 0 13 Jul 2024
Mitigating Entity-Level Hallucination in Large Language Models Weihang Su Yichen Tang Qingyao Ai Changyue Wang Zhijing Wu Yiqun Liu HILM 91 8 0 12 Jul 2024
Retrieved In-Context Principles from Previous Mistakes Hao Sun Yong Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 92 1 0 08 Jul 2024
DSLR: Document Refinement with Sentence-Level Re-ranking and Reconstruction to Enhance Retrieval-Augmented Generation Taeho Hwang Soyeong Jeong Sukmin Cho SeungYoon Han Jong C. Park RALM 115 1 0 04 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang Mohammad Shoeybi Bryan Catanzaro ALM RALM 127 74 0 02 Jul 2024
Searching for Best Practices in Retrieval-Augmented Generation Xiaohua Wang Zhenghua Wang Xuan Gao Feiran Zhang Yixin Wu ... Qi Qian Ruicheng Yin Changze Lv Xiaoqing Zheng Xuanjing Huang 113 62 0 01 Jul 2024