Hallucination Reduction in Long Input Text Summarization

Hallucination Reduction in Long Input Text Summarization

28 September 2023

Abhishek Agarwal

Debarshi Kumar Sanyal

Papers citing "Hallucination Reduction in Long Input Text Summarization"

8 / 8 papers shown

Title
Evaluating LLMs and Pre-trained Models for Text Summarization Across Diverse Datasets Tohida Rehman Soumabha Ghosh Kuntal Das Souvik Bhattacharjee Debarshi Kumar Sanyal S. Chattopadhyay 55 0 0 26 Feb 2025
Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators Dingkang Yang Dongling Xiao Jinjie Wei Mingcheng Li Zhaoyu Chen Ke Li Li Zhang HILM 94 3 0 28 Jan 2025
HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision Making Sumera Anjum Hanzhi Zhang Wenjun Zhou Eun Jin Paek Xiaopeng Zhao Yunhe Feng 31 1 0 16 Sep 2024
Analysis of Multidomain Abstractive Summarization Using Salience Allocation Tohida Rehman Raghubir Bose Soumik Dey S. Chattopadhyay 27 1 0 19 Feb 2024
Alleviating Hallucinations of Large Language Models through Induced Hallucinations Yue Zhang Leyang Cui Wei Bi Shuming Shi HILM 42 50 0 25 Dec 2023
An Analysis of Abstractive Text Summarization Using Pre-trained Models Tohida Rehman S. Das Debarshi Kumar Sanyal S. Chattopadhyay 34 9 0 25 Feb 2023
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification Ilias Chalkidis Xiang Dai Manos Fergadiotis Prodromos Malakasiotis Desmond Elliott 34 33 0 11 Oct 2022
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 144 157 0 18 Feb 2021