Evaluating Factuality in Text Simplification

15 April 2022

Papers citing "Evaluating Factuality in Text Simplification"

28 / 28 papers shown

Title
LLM-based Text Simplification and its Effect on User Comprehension and Cognitive Load Theo Guidroz Diego Ardila Jimmy Li Adam Mansour Paul Jhun ... D. Webster Yun Liu Sho Fujiwara P. Bui Quang Duong 22 0 0 04 May 2025
SimplifyMyText: An LLM-Based System for Inclusive Plain Language Text Simplification Michael Färber Parisa Aghdam Kyuri Im Mario Tawfelis Hardik Ghoshal 23 0 0 19 Apr 2025
Evaluation Under Imperfect Benchmarks and Ratings: A Case Study in Text Simplification Joseph Liu Yoonsoo Nam Xinyue Cui Swabha Swayamdipta 51 0 0 13 Apr 2025
Clinical Insights: A Comprehensive Review of Language Models in Medicine Nikita Neveditsin Pawan Lingras V. Mago LM&MA 52 3 0 08 Jan 2025
I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token Roi Cohen Konstantin Dobler Eden Biran Gerard de Melo 83 3 0 09 Dec 2024
Text and Audio Simplification: Human vs. ChatGPT Gondy Leroy David Kauchak Philip Harber Ankit Pal Akash Shukla MedIm AI4MH LM&MA 27 1 0 29 Apr 2024
TrustScore: Reference-Free Evaluation of LLM Response Trustworthiness Danna Zheng Danyang Liu Mirella Lapata Jeff Z. Pan HILM 36 6 0 19 Feb 2024
Fine-grained Hallucination Detection and Editing for Language Models Abhika Mishra Akari Asai Vidhisha Balachandran Yizhong Wang Graham Neubig Yulia Tsvetkov Hannaneh Hajishirzi HILM 26 78 0 12 Jan 2024
Do Text Simplification Systems Preserve Meaning? A Human Evaluation via Reading Comprehension Sweta Agrawal Marine Carpuat 19 7 0 15 Dec 2023
Automatic and Human-AI Interactive Text Generation Yao Dou Philippe Laban Claire Gardent Wei-ping Xu 24 4 0 05 Oct 2023
A User-Centered Evaluation of Spanish Text Simplification Adrian de Wynter Anthony Hevia Si-Qing Chen 21 0 0 15 Aug 2023
Reference Matters: Benchmarking Factual Error Correction for Dialogue Summarization with Fine-grained Evaluation Framework Mingqi Gao Xiaojun Wan Jia Su Zhefeng Wang Baoxing Huai HILM 11 7 0 08 Jun 2023
Editing Common Sense in Transformers Anshita Gupta Debanjan Mondal Akshay Krishna Sheshadri Wenlong Zhao Xiang Lorraine Li Sarah Wiegreffe Niket Tandon KELM 29 20 0 24 May 2023
Dancing Between Success and Failure: Edit-level Simplification Evaluation using SALSA David Heineman Yao Dou Mounica Maddela Wei-ping Xu 23 15 0 23 May 2023
LM vs LM: Detecting Factual Errors via Cross Examination Roi Cohen May Hamri Mor Geva Amir Globerson HILM 27 117 0 22 May 2023
Multilingual Simplification of Medical Texts Sebastian Antony Joseph Kathryn Kazanas Keziah Reina Vishnesh J. Ramanathan Wei-ping Xu Byron C. Wallace Junyi Jessy Li 30 12 0 21 May 2023
Teaching the Pre-trained Model to Generate Simple Texts for Text Simplification Renliang Sun Wei-ping Xu Xiaojun Wan CLL 14 16 0 21 May 2023
Entity-Based Evaluation of Political Bias in Automatic Summarization Karen Zhou Chenhao Tan 31 1 0 03 May 2023
Background Knowledge Grounding for Readable, Relevant, and Factual Biomedical Lay Summaries Domenic Rosati HILM 17 0 0 03 May 2023
SimpLex: a lexical text simplification architecture Ciprian-Octavian Truică Andrei-Ionuţ Stan Elena Simona Apostol 13 5 0 14 Apr 2023
Models See Hallucinations: Evaluating the Factuality in Video Captioning Hui Liu Xiaojun Wan HILM 34 10 0 06 Mar 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 27 623 0 31 Jan 2023
WeCheck: Strong Factual Consistency Checker via Weakly Supervised Learning Wenhao Wu Wei Li Xinyan Xiao Jiachen Liu Sujian Li Yajuan Lv HILM 18 4 0 20 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 36 4 0 07 Dec 2022
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 27 9 0 22 Nov 2022
Retrieval augmentation of large language models for lay language generation Yue Guo Wei Qiu Gondy Leroy Sheng Wang T. Cohen RALM LRM 36 39 0 07 Nov 2022
Text Simplification of College Admissions Instructions: A Professionally Simplified and Verified Corpus Z. Taylor Maximus H. Chu Junyi Jessy Li 11 1 0 09 Sep 2022
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 215 305 0 27 Apr 2021