Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge

3 March 2024

Papers citing "Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge"

13 / 13 papers shown

Title
Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 36 0 0 12 May 2025
Optimization of embeddings storage for RAG systems using quantization and dimensionality reduction techniques Naamán Huerga-Pérez Rubén Álvarez Rubén Ferrero-Guillén Alberto Martínez-Gutiérrez Javier Díez-González MQ 24 0 0 30 Apr 2025
Uncovering inequalities in new knowledge learning by large language models across different languages Chenglong Wang Haoyu Tang Xiyuan Yang Yueqi Xie Jina Suh ... Junming Huang Yu Xie Zhaoya Gong Xing Xie Fangzhao Wu 53 0 0 06 Mar 2025
The Lottery LLM Hypothesis, Rethinking What Abilities Should LLM Compression Preserve? Zhenheng Tang Xiang Liu Qian Wang Peijie Dong Bingsheng He Xiaowen Chu Bo Li LRM 58 1 0 24 Feb 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 58 2 0 21 Feb 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 99 6 0 22 Dec 2024
WASHtsApp -- A RAG-powered WhatsApp Chatbot for supporting rural African clean water access, sanitation and hygiene Simon Kloker Alex Cedric Luyima Matthew Bazanya 64 0 0 05 Nov 2024
How Much Can RAG Help the Reasoning of LLM? Jingyu Liu Jiaen Lin Yong Liu LRM 31 9 0 03 Oct 2024
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option Shuffling Blessed Guda Gabrial Zencha A. Lawrence Francis Carlee Joe-Wong 23 1 0 21 Sep 2024
GPT vs RETRO: Exploring the Intersection of Retrieval and Parameter-Efficient Fine-Tuning Aleksander Ficek Jiaqi Zeng Oleksii Kuchaiev 30 0 0 05 Jul 2024
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data Dehai Min Nan Hu Rihui Jin Nuo Lin Jiaoyan Chen ... Yu Li Guilin Qi Yun Li Nijun Li Qianren Wang LMTD 33 13 0 20 Feb 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 165 631 0 17 Oct 2023
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 231 971 0 17 Apr 2021