FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation

28 September 2022

Papers citing "FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation"

50 / 61 papers shown

Title
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency Adel Ammar Anis Koubaa Omer Nacar W. Boulila RALM 3DV 19 0 0 13 May 2025
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models Zhengliang Shi Lingyong Yan Weiwei Sun Yue Feng Pengjie Ren Xinyu Ma Shuaiqiang Wang D. Yin Maarten de Rijke Z. Ren RALM 41 0 0 05 May 2025
Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation Qianren Mao Qili Zhang Hanwen Hao Zhentao Han Runhua Xu ... Bo Li Y. Song Jin Dong Jianxin Li Philip S. Yu 66 0 0 27 Apr 2025
MIRAGE: A Metric-Intensive Benchmark for Retrieval-Augmented Generation Evaluation Chanhee Park Hyeonseok Moon Chanjun Park Heuiseok Lim RALM 53 0 0 23 Apr 2025
ExpertRAG: Efficient RAG with Mixture of Experts -- Optimizing Context Retrieval for Adaptive LLM Responses Esmail Gumaan MoE 28 0 0 23 Mar 2025
OSCAR: Online Soft Compression And Reranking Maxime Louis Thibault Formal Hervé Déjean S. Clinchant 26 0 0 17 Mar 2025
LLM-based Corroborating and Refuting Evidence Retrieval for Scientific Claim Verification Siyuan Wang James R. Foulds Md Osman Gani Shimei Pan 51 0 0 11 Mar 2025
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths B. Chen Zirui Guo Zidan Yang Y. Chen Junze Chen Zhenghao Liu C. Shi Cheng Yang 36 2 0 18 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 147 1 0 18 Feb 2025
Accelerating Retrieval-Augmented Generation Derrick Quinn Mohammad Nouri Neel Patel John Salihu Alireza Salemi Sukhan Lee Hamed Zamani Mohammad Alian RALM 3DV 81 2 0 14 Dec 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
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 51 2 0 17 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 44 8 0 26 Aug 2024
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection Yufei Huang Xu Han Maosong Sun 18 0 0 12 Aug 2024
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning Ye Yuan Chengwu Liu Jingyang Yuan Gongbo Sun Siqi Li Ming Zhang LRM 29 5 0 09 Aug 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 C. Xue 3DV RALM 32 26 0 18 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 Jul 2024
Struct-X: Enhancing Large Language Models Reasoning with Structured Data Xiaoyu Tan Haoyu Wang Xihe Qiu Yuan-Chia Cheng Yinghui Xu Wei Chu Yuan Qi 35 3 0 17 Jul 2024
Multimodal Reranking for Knowledge-Intensive Visual Question Answering Haoyang Wen Honglei Zhuang Hamed Zamani Alexander Hauptmann Michael Bendersky 14 0 0 17 Jul 2024
First Place Solution of 2023 Global Artificial Intelligence Technology Innovation Competition Track 1 Xiangyu Wu Hailiang Zhang Yang Yang Jianfeng Lu MedIm 21 0 0 01 Jul 2024
Generalist Multimodal AI: A Review of Architectures, Challenges and Opportunities Sai Munikoti Ian Stewart Sameera Horawalavithana Henry Kvinge Tegan H. Emerson Sandra E Thompson Karl Pazdernik 38 2 0 08 Jun 2024
MATTER: Memory-Augmented Transformer Using Heterogeneous Knowledge Sources Dongkyu Lee Chandana Satya Prakash Jack G. M. FitzGerald Jens Lehmann RALM 20 2 0 07 Jun 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 57 79 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 38 181 0 10 May 2024
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization Hamed Zamani Michael Bendersky 23 23 0 05 May 2024
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing Yucheng Hu Yuxing Lu RALM 58 17 0 30 Apr 2024
Planning Ahead in Generative Retrieval: Guiding Autoregressive Generation through Simultaneous Decoding Hansi Zeng Chen Luo Hamed Zamani 38 12 0 22 Apr 2024
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering Yihao Ding Kaixuan Ren Jiabin Huang Siwen Luo S. Han 35 1 0 19 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 58 44 0 17 Apr 2024
Multi-Granularity Guided Fusion-in-Decoder Eunseong Choi Hyeri Lee Jongwuk Lee 30 0 0 03 Apr 2024
Dynamic Demonstration Retrieval and Cognitive Understanding for Emotional Support Conversation Zhe Xu Daoyuan Chen Jiayi Kuang Zihao Yi Yaliang Li Ying Shen 32 2 0 03 Apr 2024
Knowledge-Enhanced Dual-stream Zero-shot Composed Image Retrieval Yuchen Suo Fan Ma Linchao Zhu Yi Yang 27 19 0 24 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka M. Oyamada 30 1 0 21 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 110 220 0 29 Feb 2024
Crafting Knowledge: Exploring the Creative Mechanisms of Chat-Based Search Engines Lijia Ma Xingchen Xu Yong-Ming Tan 27 7 0 29 Feb 2024
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering Yuhao Wang Ruiyang Ren Junyi Li Wayne Xin Zhao Jing Liu Ji-Rong Wen RALM 40 8 0 27 Feb 2024
Exploring ChatGPT for Next-generation Information Retrieval: Opportunities and Challenges Yizheng Huang Jimmy X. Huang 33 8 0 17 Feb 2024
Seven Failure Points When Engineering a Retrieval Augmented Generation System Scott Barnett Stefanus Kurniawan Srikanth Thudumu Zach Brannelly Mohamed Abdelrazek 17 79 0 11 Jan 2024
Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP Ziyi Chen Jize Jiang Daqian Zuo Heyi Tao Jun Yang Yuxiang Wei 21 0 0 19 Dec 2023
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models Bingshuai Liu Chenyang Lyu Zijun Min Zhanyu Wang Jinsong Su Longyue Wang LRM 12 7 0 04 Dec 2023
Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis Kexin Chen Junyou Li Kunyi Wang Yuyang Du Jiahui Yu ... Jianzhang Pan Yi Huang Qun Fang Pheng Ann Heng Guangyong Chen 32 8 0 16 Nov 2023
Detrimental Contexts in Open-Domain Question Answering Philhoon Oh James Thorne 9 1 0 27 Oct 2023
Optimizing Retrieval-augmented Reader Models via Token Elimination Moshe Berchansky Peter Izsak Avi Caciularu Ido Dagan Moshe Wasserblat RALM 39 12 0 20 Oct 2023
BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models Qingqing Cao Sewon Min Yizhong Wang Hannaneh Hajishirzi MQ RALM 23 4 0 02 Oct 2023
Optimizing Factual Accuracy in Text Generation through Dynamic Knowledge Selection Hongjin Qian Zhicheng Dou Jiejun Tan Haonan Chen Haoqi Gu Ruofei Lai Xinyu Zhang Zhao Cao Ji-Rong Wen 10 2 0 30 Aug 2023
MEMORY-VQ: Compression for Tractable Internet-Scale Memory Yury Zemlyanskiy Michiel de Jong Luke Vilnis Santiago Ontañón William W. Cohen Sumit Sanghai Joshua Ainslie RALM MQ 28 0 0 28 Aug 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Saeed Mian OffRL 46 514 0 12 Jul 2023
Unified Language Representation for Question Answering over Text, Tables, and Images Yu Bowen Cheng Fu Haiyang Yu Fei Huang Yongbin Li LMTD 22 19 0 29 Jun 2023
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking Jiaqi Bai Hongcheng Guo Jiaheng Liu Jian Yang Xinnian Liang Zhao Yan Zhoujun Li RALM 19 14 0 29 May 2023
On the Risk of Misinformation Pollution with Large Language Models Yikang Pan Liangming Pan Wenhu Chen Preslav Nakov Min-Yen Kan W. Wang DeLMO 190 109 0 23 May 2023