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"

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Title
Don't Forget to Connect! Improving RAG with Graph-based Reranking Jialin Dong Bahare Fatemi Bryan Perozzi Lin F. Yang Anton Tsitsulin 58 25 0 28 May 2024
Accurate and Nuanced Open-QA Evaluation Through Textual Entailment Peiran Yao Denilson Barbosa ELM 32 6 0 26 May 2024
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection Yun Zhu Jia-Chen Gu Caitlin Sikora Ho Ko Yinxiao Liu ... Lei Shu Liangchen Luo Lei Meng Bang Liu Jindong Chen RALM 30 14 0 25 May 2024
Are Long-LLMs A Necessity For Long-Context Tasks? Hongjin Qian Zheng Liu Peitian Zhang Kelong Mao Yujia Zhou Xu Chen Zhicheng Dou 36 9 0 24 May 2024
xRAG: Extreme Context Compression for Retrieval-augmented Generation with One Token Xin Cheng Xun Wang Xingxing Zhang Tao Ge Si-Qing Chen Furu Wei Huishuai Zhang Dongyan Zhao 67 29 0 22 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 85 49 0 22 May 2024
The 2nd FutureDial Challenge: Dialog Systems with Retrieval Augmented Generation (FutureDial-RAG) Yucheng Cai Si Chen Yi Huang Junlan Feng Zhijian Ou 75 1 0 21 May 2024
EmbSum: Leveraging the Summarization Capabilities of Large Language Models for Content-Based Recommendations Chiyu Zhang Yifei Sun Minghao Wu Jun Chen Jie Lei ... Angli Liu Ji Zhu Sem Park Ning Yao Bo Long OffRL 20 4 0 19 May 2024
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering Mengkang Hu Haoyu Dong Ping Luo Shi Han Dongmei Zhang LMTD RALM 44 2 0 13 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 40 191 0 10 May 2024
QFMTS: Generating Query-Focused Summaries over Multi-Table Inputs Weijia Zhang Vaishali Pal Jia-Hong Huang Evangelos Kanoulas Maarten de Rijke LMTD 37 6 0 08 May 2024
Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding Zheng Zhao Emilio Monti Jens Lehmann H. Assem 42 24 0 04 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 38 4 0 30 Apr 2024
When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively Tiziano Labruna Jon Ander Campos Gorka Azkune 26 10 0 30 Apr 2024
CLARINET: Augmenting Language Models to Ask Clarification Questions for Retrieval Yizhou Chi Jessy Lin Kevin Lin Dan Klein RALM 27 4 0 28 Apr 2024
Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications Quan Zhang Binqi Zeng Chijin Zhou Gwihwan Go Heyuan Shi Yu Jiang SILM AAML 32 20 0 26 Apr 2024
KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering Xinxin Zheng Feihu Che Jinyang Wu Shuai Zhang Shuai Nie Kang Liu Jianhua Tao RALM HILM 29 3 0 24 Apr 2024
Return of EM: Entity-driven Answer Set Expansion for QA Evaluation Dongryeol Lee Minwoo Lee Kyungmin Min Joonsuk Park Kyomin Jung 47 1 0 24 Apr 2024
XC-Cache: Cross-Attending to Cached Context for Efficient LLM Inference Jo˜ao Monteiro Étienne Marcotte Pierre-Andre Noel Valentina Zantedeschi David Vázquez Nicolas Chapados Christopher Pal Perouz Taslakian 41 5 0 23 Apr 2024
Multi-view Content-aware Indexing for Long Document Retrieval Kuicai Dong Derrick-Goh-Xin Deik Yi Quan Lee Hao Zhang Xiangyang Li Cong Zhang Yong-jin Liu 36 3 0 23 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 84 46 0 23 Apr 2024
Context-Enhanced Language Models for Generating Multi-Paper Citations Avinash Anand Kritarth Prasad Ujjwal Goel Mohit Gupta Naman Lal Astha Verma R. Shah 40 12 0 22 Apr 2024
Evaluating Retrieval Quality in Retrieval-Augmented Generation Alireza Salemi Hamed Zamani RALM 46 62 0 21 Apr 2024
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases Shirley Wu Shiyu Zhao Michihiro Yasunaga Kexin Huang Kaidi Cao Qian Huang V. Ioannidis Karthik Subbian James Zou J. Leskovec 39 17 0 19 Apr 2024
AmbigDocs: Reasoning across Documents on Different Entities under the Same Name Yoonsang Lee Xi Ye Eunsol Choi 46 5 0 18 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 66 46 0 17 Apr 2024
Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs Woomin Song Seunghyuk Oh Sangwoo Mo Jaehyung Kim Sukmin Yun Jung-Woo Ha Jinwoo Shin 38 14 0 16 Apr 2024
Reducing hallucination in structured outputs via Retrieval-Augmented Generation Patrice Béchard Orlando Marquez Ayala LLMAG 42 51 0 12 Apr 2024
Manipulating Large Language Models to Increase Product Visibility Aounon Kumar Himabindu Lakkaraju 41 7 0 11 Apr 2024
Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability Jinwei Lu Yuanfeng Song Haodi Zhang Chen Zhang Raymond Chi-Wing Wong OOD 31 0 0 10 Apr 2024
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs Bowen Jin Chulin Xie Jiawei Zhang Kashob Kumar Roy Yu Zhang ... Ruirui Li Xianfeng Tang Suhang Wang Yu Meng Jiawei Han LRM RALM 53 38 0 10 Apr 2024
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study Alessandro Stolfo RALM HILM 34 6 0 10 Apr 2024
Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation Ruotong Pan Boxi Cao Hongyu Lin Xianpei Han Jia Zheng Sirui Wang Xunliang Cai Le Sun 42 9 0 10 Apr 2024
Using Large Language Models to Enrich the Documentation of Datasets for Machine Learning Joan Giner-Miguelez Abel Gómez Jordi Cabot LLMAG 35 3 0 04 Apr 2024
Multi-Granularity Guided Fusion-in-Decoder Eunseong Choi Hyeri Lee Jongwuk Lee 44 0 0 03 Apr 2024
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts Zhuo Chen Xinyu Wang Yong-jia Jiang Pengjun Xie Fei Huang Kewei Tu RALM 29 2 0 02 Apr 2024
Towards Better Generalization in Open-Domain Question Answering by Mitigating Context Memorization Zixuan Zhang R. Reddy Kevin Small Tong Zhang Heng Ji 40 1 0 02 Apr 2024
Entity Disambiguation via Fusion Entity Decoding Junxiong Wang Ali Mousavi Omar Attia Ronak Pradeep Saloni Potdar Alexander M. Rush U. F. Minhas Yunyao Li 33 2 0 02 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 30 40 0 31 Mar 2024
Towards a Robust Retrieval-Based Summarization System Shengjie Liu Jing Wu Jingyuan Bao Wenyi Wang N. Hovakimyan Christopher G. Healey RALM 33 9 0 29 Mar 2024
TriviaHG: A Dataset for Automatic Hint Generation from Factoid Questions Jamshid Mozafari Anubhav Jangra Adam Jatowt 43 3 1 27 Mar 2024
Naive Bayes-based Context Extension for Large Language Models Jianlin Su Murtadha Ahmed Wenbo Luo Abhishek Rao Denny Zhou Hyeontaek Lim 34 5 0 26 Mar 2024
Evidence-Driven Retrieval Augmented Response Generation for Online Misinformation Zhenrui Yue Huimin Zeng Yimeng Lu Lanyu Shang Yang Zhang Dong Wang RALM OffRL 36 19 0 22 Mar 2024
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park RALM 28 143 0 21 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka Masafumi Oyamada 38 1 0 21 Mar 2024
JORA: JAX Tensor-Parallel LoRA Library for Retrieval Augmented Fine-Tuning Anique Tahir Lu Cheng Huan Liu 35 1 0 17 Mar 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models Weihang Su Yichen Tang Qingyao Ai Zhijing Wu Yiqun Liu 3DV RALM AI4TS SyDa 59 18 0 15 Mar 2024
RAGGED: Towards Informed Design of Retrieval Augmented Generation Systems Jennifer Hsia Afreen Shaikh Zhiruo Wang Graham Neubig RALM 27 10 0 14 Mar 2024
Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models Weihang Su Changyue Wang Qingyao Ai Hu Yiran Zhijing Wu Yujia Zhou Yiqun Liu HILM 47 28 0 11 Mar 2024
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design Wenqi Jiang Shuai Zhang Boran Han Jie Wang Bernie Wang Tim Kraska 3DV 98 24 0 08 Mar 2024