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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RA-BLIP: Multimodal Adaptive Retrieval-Augmented Bootstrapping Language-Image Pre-training Muhe Ding Yang Ma Pengda Qin Jianlong Wu Yuhong Li Liqiang Nie 23 1 0 18 Oct 2024
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs Simone Conia Daniel Lee Min Li U. F. Minhas Saloni Potdar Yunyao Li 34 9 0 17 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 28 7 0 17 Oct 2024
Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval Ingeol Baek Hwan Chang Byeongjeong Kim Jimin Lee Hwanhee Lee RALM 65 4 0 17 Oct 2024
Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models Linhao Luo Zicheng Zhao Chen Gong Gholamreza Haffari Shirui Pan RALM LRM 37 4 0 16 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 66 7 0 14 Oct 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization Alireza Salemi Hamed Zamani RALM 26 4 0 13 Oct 2024
LexSumm and LexT5: Benchmarking and Modeling Legal Summarization Tasks in English T. Y. S. S. Santosh Cornelius Weiss Matthias Grabmair AILaw ELM 49 2 0 12 Oct 2024
Generative Subgraph Retrieval for Knowledge Graph-Grounded Dialog Generation Jinyoung Park Minseok Joo Joo-Kyung Kim H. Kim RALM 33 1 0 12 Oct 2024
ACER: Automatic Language Model Context Extension via Retrieval Luyu Gao Yunyi Zhang Jamie Callan RALM 35 0 0 11 Oct 2024
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision Philipp Christmann Svitlana Vakulenko Ionut Teodor Sorodoc Bill Byrne Adria de Gispert RALM 34 0 0 11 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 41 3 0 10 Oct 2024
Large Language Models in Qualitative Research: Can We Do the Data Justice? Hope Schroeder Marianne Aubin Le Quéré Casey Randazzo David Mimno Sarita Schoenebeck 23 2 0 09 Oct 2024
ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question Answering Francesco Maria Molfese Simone Conia Riccardo Orlando Roberto Navigli ReLM LRM RALM 30 1 0 07 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 40 0 0 06 Oct 2024
Assessing the Performance of Human-Capable LLMs -- Are LLMs Coming for Your Job? John Mavi Nathan Summers Sergio Coronado LLMAG 12 0 0 05 Oct 2024
LoRC: Low-Rank Compression for LLMs KV Cache with a Progressive Compression Strategy Rongzhi Zhang Kuang Wang Liyuan Liu Shuohang Wang Hao Cheng Chao Zhang Yelong Shen MQ 26 5 0 04 Oct 2024
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation Han He Qianchu Liu Lei Xu Chaitanya P. Shivade Yi Zhang S. Srinivasan Katrin Kirchhoff 26 1 0 03 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 42 4 0 03 Oct 2024
QAEncoder: Towards Aligned Representation Learning in Question Answering System Zhengren Wang Qinhan Yu Shida Wei Zhiyu Li Zhiyu Li Xiaoxing Wang Simin Niu Hao Liang Wentao Zhang RALM 29 1 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 Chenyu You HILM 114 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 128 8 0 29 Sep 2024
Integrating Hierarchical Semantic into Iterative Generation Model for Entailment Tree Explanation Qin Wang Jianzhou Feng Yiming Xu 33 0 0 26 Sep 2024
Enhancing Temporal Sensitivity and Reasoning for Time-Sensitive Question Answering Wanqi Yang Yanda Li Meng Fang Ling Chen 34 4 0 25 Sep 2024
APILOT: Navigating Large Language Models to Generate Secure Code by Sidestepping Outdated API Pitfalls Weiheng Bai Keyang Xuan Pengxiang Huang Qiushi Wu Jianing Wen Jingjing Wu Kangjie Lu LLMAG KELM 35 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 31 3 0 24 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 60 28 0 16 Sep 2024
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models Alireza Salemi Hamed Zamani 35 9 0 14 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 44 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 33 1 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 43 5 0 05 Sep 2024
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering Yeonjun In Sungchul Kim Ryan A. Rossi Md Mehrab Tanjim Tong Yu Ritwik Sinha Chanyoung Park 37 1 0 04 Sep 2024
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks Nicholas Monath Will Grathwohl Michael Boratko Rob Fergus Andrew McCallum Manzil Zaheer 33 0 0 03 Sep 2024
Self-evolving Agents with reflective and memory-augmented abilities Xuechen Liang Yangfan He Yinghui Xia Xinyuan Song Jianhui Wang ... Keqin Li Jiaqi Chen Jinsong Yang Siyuan Chen Tianyu Shi LLMAG KELM CLL 41 2 0 01 Sep 2024
MemLong: Memory-Augmented Retrieval for Long Text Modeling Weijie Liu Zecheng Tang Juntao Li Kehai Chen Min Zhang RALM 33 2 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 36 0 0 28 Aug 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models Soumya Basu A. S. Rawat Manzil Zaheer RALM 49 0 0 27 Aug 2024
Writing in the Margins: Better Inference Pattern for Long Context Retrieval M. Russak Umar Jamil Christopher Bryant Kiran Kamble Axel Magnuson Mateusz Russak Waseem Alshikh 35 2 0 27 Aug 2024
Reading with Intent Benjamin Z. Reichman Kartik Talamadupula Toshish Jawale Larry Heck RALM 37 1 0 20 Aug 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal Mahesh Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 53 0 0 20 Aug 2024
Graph Retrieval-Augmented Generation: A Survey Boci Peng Yun Zhu Yongchao Liu Xiaohe Bo Haizhou Shi Chuntao Hong Yan Zhang Siliang Tang 3DV 54 67 0 15 Aug 2024
FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection Yufei Huang Xu Han Maosong Sun 36 0 0 12 Aug 2024
Retrieval-augmented code completion for local projects using large language models Marko Hostnik Marko Robnik-Sikonja RALM 35 0 0 09 Aug 2024
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction Bhaskarjit Sarmah Benika Hall Rohan Rao Sunil Patel Stefano Pasquali Dhagash Mehta 40 36 0 09 Aug 2024
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs Ayush RoyChowdhury Mulong Luo Prateek Sahu Sarbartha Banerjee Mohit Tiwari SILM 51 0 0 09 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 38 3 0 08 Aug 2024
Leveraging Entity Information for Cross-Modality Correlation Learning: The Entity-Guided Multimodal Summarization Yanghai Zhang Ye Liu Shiwei Wu Kai Zhang Xukai Liu Qi Liu Enhong Chen 21 0 0 06 Aug 2024
Entity Retrieval for Answering Entity-Centric Questions Hassan S. Shavarani Anoop Sarkar RALM 33 2 0 05 Aug 2024
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training Rivik Setty Chengjin Xu Vinay Setty Jian Guo 34 12 0 31 Jul 2024
MindSearch: Mimicking Human Minds Elicits Deep AI Searcher Zehui Chen Kuikun Liu Qiuchen Wang Jiangning Liu Wenwei Zhang Kai Chen Feng Zhao LLMAG 78 20 0 29 Jul 2024