Leveraging the Domain Adaptation of Retrieval Augmented Generation
Models for Question Answering and Reducing Hallucination

Leveraging the Domain Adaptation of Retrieval Augmented Generation Models for Question Answering and Reducing Hallucination

23 October 2024

Md. A. R. Shibly

Zahin M. Hossain

Md. Mostofa Akbar

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Papers citing "Leveraging the Domain Adaptation of Retrieval Augmented Generation Models for Question Answering and Reducing Hallucination"

16 / 16 papers shown

Title
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 151 703 0 23 May 2023
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems Souvik Das Sougata Saha Rohini Srihari HILM 50 34 0 11 Jan 2023
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 153 386 0 07 Dec 2022
Beyond Goldfish Memory: Long-Term Open-Domain Conversation Jing Xu Arthur Szlam Jason Weston RALM 62 255 0 15 Jul 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 97 743 0 15 Apr 2021
Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM Deepak Narayanan Mohammad Shoeybi Jared Casper P. LeGresley M. Patwary ... Prethvi Kashinkunti J. Bernauer Bryan Catanzaro Amar Phanishayee Matei A. Zaharia MoE 140 707 0 09 Apr 2021
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 147 1,184 0 02 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 904 42,463 0 28 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 93 1,041 0 02 May 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 147 2,121 0 10 Feb 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 506 20,376 0 23 Oct 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 242 2,692 0 09 May 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 121 2,019 0 31 Mar 2017
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 257 3,741 0 28 Feb 2017
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 117 893 0 29 Nov 2016