Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

2 July 2020

Papers citing "Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering"

50 / 747 papers shown

Title
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 60 36 0 23 Jul 2024
APTNESS: Incorporating Appraisal Theory and Emotion Support Strategies for Empathetic Response Generation Yuxuan Hu Minghuan Tan Chenwei Zhang Zixuan Li Xiaodan Liang Min Yang Chengming Li Xiping Hu 29 1 0 23 Jul 2024
MoRSE: Bridging the Gap in Cybersecurity Expertise with Retrieval Augmented Generation Marco Simoni Andrea Saracino Vinod Puthuvath Maurco Conti 60 2 0 22 Jul 2024
Improving Retrieval in Sponsored Search by Leveraging Query Context Signals Akash Kumar Mohankumar K. Gururaj Gagan Madan Amit Singh RALM 29 1 0 19 Jul 2024
ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities Peng Xu Ming-Yu Liu Xianchao Wu Zihan Liu M. Shoeybi Mohammad Shoeybi Bryan Catanzaro RALM 52 14 0 19 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 80 11 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 38 26 0 18 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
Continual Learning for Temporal-Sensitive Question Answering Wanqi Yang Yunqiu Xu Yanda Li Kunze Wang Binbin Huang Ling-Hao Chen CLL 35 3 0 17 Jul 2024
Multimodal Reranking for Knowledge-Intensive Visual Question Answering Haoyang Wen Honglei Zhuang Hamed Zamani Alexander Hauptmann Michael Bendersky 42 0 0 17 Jul 2024
Mitigating Entity-Level Hallucination in Large Language Models Weihang Su Yichen Tang Qingyao Ai Changyue Wang Zhijing Wu Yiqun Liu HILM 47 6 0 12 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 85 33 0 11 Jul 2024
Grounding and Evaluation for Large Language Models: Practical Challenges and Lessons Learned (Survey) K. Kenthapadi M. Sameki Ankur Taly HILM ELM AILaw 39 12 0 10 Jul 2024
Scaling Retrieval-Based Language Models with a Trillion-Token Datastore Rulin Shao Jacqueline He Akari Asai Weijia Shi Tim Dettmers Sewon Min Luke Zettlemoyer Pang Wei Koh RALM 29 22 0 09 Jul 2024
VRSD: Rethinking Similarity and Diversity for Retrieval in Large Language Models Hang Gao Yongfeng Zhang 43 2 0 05 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 M. Shoeybi Bryan Catanzaro ALM RALM 39 50 0 02 Jul 2024
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text Generation Zijie J. Wang Duen Horng Chau 51 4 0 02 Jul 2024
Ground Every Sentence: Improving Retrieval-Augmented LLMs with Interleaved Reference-Claim Generation Sirui Xia Xintao Wang Jiaqing Liang Yifei Zhang Weikang Zhou Jiaji Deng Fei Yu Yanghua Xiao RALM 15 6 0 01 Jul 2024
BERGEN: A Benchmarking Library for Retrieval-Augmented Generation David Rau Hervé Déjean Nadezhda Chirkova Thibault Formal Shuai Wang Vassilina Nikoulina S. Clinchant 45 12 0 01 Jul 2024
Face4RAG: Factual Consistency Evaluation for Retrieval Augmented Generation in Chinese Yunqi Xu Tianchi Cai Jiyan Jiang Xierui Song 41 2 0 01 Jul 2024
SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in Decoding Jaebok Lee Hyeonjeong Shin 29 1 0 29 Jun 2024
RAVEN: Multitask Retrieval Augmented Vision-Language Learning Varun Nagaraj Rao Siddharth Choudhary Aditya Deshpande R. Satzoda Srikar Appalaraju RALM VLM 58 4 0 27 Jun 2024
Learning Retrieval Augmentation for Personalized Dialogue Generation Qiushi Huang Shuai Fu Xubo Liu Wenwu Wang Tom Ko Yu Zhang Lilian H. Y. Tang RALM 51 12 0 27 Jun 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 49 5 0 25 Jun 2024
Attention Instruction: Amplifying Attention in the Middle via Prompting Meiru Zhang Zaiqiao Meng Nigel Collier 54 5 0 24 Jun 2024
Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track Ronak Pradeep Nandan Thakur Sahel Sharifymoghaddam Eric Zhang Ryan Nguyen Daniel Campos Nick Craswell Jimmy Lin 40 12 0 24 Jun 2024
Found in the Middle: Calibrating Positional Attention Bias Improves Long Context Utilization Cheng-Yu Hsieh Yung-Sung Chuang Chun-Liang Li Zifeng Wang Long T. Le ... James R. Glass Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister 48 31 0 23 Jun 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 55 47 0 21 Jun 2024
Augmenting Query and Passage for Retrieval-Augmented Generation using LLMs for Open-Domain Question Answering Minsang Kim Cheoneum Park Seungjun Baek RALM 40 2 0 20 Jun 2024
Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models Akchay Srivastava Atif Memon ELM 48 1 0 19 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 69 12 0 19 Jun 2024
Think-then-Act: A Dual-Angle Evaluated Retrieval-Augmented Generation Yige Shen Hao Jiang Hua Qu Jihong Zhao RALM LRM 37 1 0 18 Jun 2024
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation Shuting Wang Xin Yu Mang Wang Weipeng Chen Yutao Zhu Zhicheng Dou RALM 40 7 0 18 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 39 18 0 18 Jun 2024
CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG Boyi Deng Wenjie Wang Fengbin Zhu Qifan Wang Fuli Feng 38 4 0 17 Jun 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM LRM 47 6 0 17 Jun 2024
TorchOpera: A Compound AI System for LLM Safety Shanshan Han Yuhang Yao Zijian Hu Dimitris Stripelis Zhaozhuo Xu Chaoyang He LLMAG 44 0 0 16 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 43 2 0 14 Jun 2024
VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning Cheng Niu Yang Guan Yuanhao Wu Juno Zhu Juntong Song Randy Zhong Kaihua Zhu Siliang Xu Shizhe Diao Tong Zhang 47 4 0 12 Jun 2024
Evaluating the Retrieval Component in LLM-Based Question Answering Systems Ashkan Alinejad Krtin Kumar Ali Vahdat 64 5 0 10 Jun 2024
Should We Fine-Tune or RAG? Evaluating Different Techniques to Adapt LLMs for Dialogue Simone Alghisi Massimo Rizzoli Gabriel Roccabruna Seyed Mahed Mousavi Giuseppe Riccardi OffRL 44 8 0 10 Jun 2024
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs Pranoy Panda Ankush Agarwal Chaitanya Devaguptapu Manohar Kaul Prathosh A P RALM 32 10 0 10 Jun 2024
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation Kiseung Kim Jay-Yoon Lee RALM 47 5 0 09 Jun 2024
Efficient Knowledge Infusion via KG-LLM Alignment Zhouyu Jiang Ling Zhong Mengshu Sun Jun Xu Rui Sun Hui Cai Shuhan Luo Qing Cui 42 9 0 06 Jun 2024
UniOQA: A Unified Framework for Knowledge Graph Question Answering with Large Language Models Zhuoyang Li Liran Deng Hui Liu Qiaoqiao Liu Junzhao Du RALM 40 4 0 04 Jun 2024
AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways Zehang Deng Yongjian Guo Changzhou Han Wanlun Ma Junwu Xiong Sheng Wen Yang Xiang 49 24 0 04 Jun 2024
Mixture of Rationale: Multi-Modal Reasoning Mixture for Visual Question Answering Tao Li Linjun Shou Xuejun Liu 49 0 0 03 Jun 2024
SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing Heidi C. Zhang Sina J. Semnani Farhad Ghassemi Jialiang Xu Shicheng Liu Monica S. Lam RALM 40 7 0 01 Jun 2024
Source Code Foundation Models are Transferable Binary Analysis Knowledge Bases Zian Su Xiangzhe Xu Ziyang Huang Kaiyuan Zhang Xiangyu Zhang 34 6 0 30 May 2024
Nearest Neighbor Speculative Decoding for LLM Generation and Attribution Minghan Li Xilun Chen Ari Holtzman Beidi Chen Jimmy Lin Wen-tau Yih Xi Lin RALM BDL 108 10 0 29 May 2024