Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization

5 May 2024

Papers citing "Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization"

23 / 23 papers shown

Title
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
Plan-and-Refine: Diverse and Comprehensive Retrieval-Augmented Generation Alireza Salemi Chris Samarinas Hamed Zamani 24 0 0 10 Apr 2025
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG Hengran Zhang Minghao Tang Keping Bi J. Guo Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng 19 0 0 07 Apr 2025
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models Yilong Xu Jinhua Gao Xiaoming Yu Yuanhai Xue Baolong Bi Huawei Shen Xueqi Cheng RALM 47 0 0 01 Apr 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 48 0 0 02 Mar 2025
Mitigating Bias in RAG: Controlling the Embedder Taeyoun Kim Jacob Mitchell Springer Aditi Raghunathan Maarten Sap 50 1 0 24 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
Leveraging Retrieval-Augmented Generation for Persian University Knowledge Retrieval Arshia Hemmat Kianoosh Vadaei Mohammad Hassan Heydari Afsaneh Fatemi RALM 57 0 0 09 Nov 2024
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation Z. Wang Haitao Yuan Wei Dong Gao Cong Feifei Li 3DV 41 1 0 01 Nov 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization Alireza Salemi Hamed Zamani RALM 24 4 0 13 Oct 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
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 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 48 40 0 01 Jul 2024
Binary Hypothesis Testing for Softmax Models and Leverage Score Models Yeqi Gao Yuzhou Gu Zhao-quan Song 33 0 0 09 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 18 4 0 30 Apr 2024
Evaluating Retrieval Quality in Retrieval-Augmented Generation Alireza Salemi Hamed Zamani RALM 33 61 0 21 Apr 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
Hindsight: Posterior-guided training of retrievers for improved open-ended generation Ashwin Paranjape Omar Khattab Christopher Potts Matei A. Zaharia Christopher D. Manning RALM 67 43 0 14 Oct 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 208 251 0 04 Jan 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 180 251 0 08 Dec 2020
Rao-Blackwellizing the Straight-Through Gumbel-Softmax Gradient Estimator Max B. Paulus Chris J. Maddison Andreas Krause BDL 34 38 0 09 Oct 2020