Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval
Augmentation to Language Models

Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models

21 February 2024

Sairam Gurajada

Papers citing "Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models"

16 / 16 papers shown

Title
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents Ryota Tanaka Taichi Iki Taku Hasegawa Kyosuke Nishida Kuniko Saito Jun Suzuki VLM 47 0 0 14 Apr 2025
Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI Eser Kandogan Nikita Bhutani Dan Zhang Rafael Li Chen Sairam Gurajada Estevam R. Hruschka AIFin 34 0 0 10 Apr 2025
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 94 6 0 22 Dec 2024
SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration Yuanhao Shen Xiaodan Zhu L. Chen 79 3 0 11 Dec 2024
Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data Seiji Maekawa Hayate Iso Nikita Bhutani RALM 95 1 0 15 Oct 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
Assessing "Implicit" Retrieval Robustness of Large Language Models Xiaoyu Shen Rexhina Blloshmi Dawei Zhu Jiahuan Pei Wei Zhang RALM KELM 36 0 0 26 Jun 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 38 178 0 10 May 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 21 27 0 03 Mar 2024
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models W. Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 65 101 0 15 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 147 600 0 17 Oct 2023
XATU: A Fine-grained Instruction-based Benchmark for Explainable Text Updates Haopeng Zhang Hayate Iso Sairam Gurajada Nikita Bhutani 31 6 0 20 Sep 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 281 0 14 Aug 2023
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 221 318 0 21 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 404 2,576 0 03 Sep 2019