Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification

28 June 2024

Papers citing "Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification"

13 / 13 papers shown

Title
VeriFact: Enhancing Long-Form Factuality Evaluation with Refined Fact Extraction and Reference Facts Xin Liu Lechen Zhang Sheza Munir Yiyang Gu Lu Wang HILM 31 0 0 14 May 2025
Exploration of Plan-Guided Summarization for Narrative Texts: the Case of Small Language Models Matt Grenander Siddharth Varia Paula Czarnowska Yogarshi Vyas Kishaloy Halder Bonan Min HILM 39 0 0 12 Apr 2025
BOOST: Bootstrapping Strategy-Driven Reasoning Programs for Program-Guided Fact-Checking Qisheng Hu Quanyu Long Wenya Wang LRM 53 0 0 03 Apr 2025
WikiVideo: Article Generation from Multiple Videos Alexander Martin Reno Kriz William Walden Kate Sanders Hannah Recknor Eugene Yang Francis Ferraro Benjamin Van Durme DiffM VGen 59 1 0 01 Apr 2025
Conformal Linguistic Calibration: Trading-off between Factuality and Specificity Zhengping Jiang Anqi Liu Benjamin Van Durme 92 1 0 26 Feb 2025
BottleHumor: Self-Informed Humor Explanation using the Information Bottleneck Principle EunJeong Hwang Peter West Vered Shwartz 39 1 0 22 Feb 2025
QAPyramid: Fine-grained Evaluation of Content Selection for Text Summarization Shiyue Zhang David Wan Arie Cattan Ayal Klein Ido Dagan Joey Tianyi Zhou 86 0 0 10 Dec 2024
FactBench: A Dynamic Benchmark for In-the-Wild Language Model Factuality Evaluation Farima Fatahi Bayat Lechen Zhang Sheza Munir Lu Wang HILM 50 3 0 29 Oct 2024
Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance? Qisheng Hu Quanyu Long Wenya Wang 125 5 0 17 Oct 2024
Doppelgänger's Watch: A Split Objective Approach to Large Language Models S. Ghasemlou Ashish Katiyar Aparajita Saraf Seungwhan Moon Mangesh Pujari Pinar E. Donmez Babak Damavandi Anuj Kumar 38 0 0 09 Sep 2024
Merging Facts, Crafting Fallacies: Evaluating the Contradictory Nature of Aggregated Factual Claims in Long-Form Generations Cheng-Han Chiang Hung-yi Lee HILM 69 8 0 08 Feb 2024
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 141 157 0 31 Dec 2022
Finding a Balanced Degree of Automation for Summary Evaluation Shiyue Zhang Joey Tianyi Zhou 52 43 0 23 Sep 2021