Towards a Framework for Evaluating Explanations in Automated Fact Verification

29 March 2024

Papers citing "Towards a Framework for Evaluating Explanations in Automated Fact Verification"

20 / 20 papers shown

Title
Pub-Guard-LLM: Detecting Fraudulent Biomedical Articles with Reliable Explanations Lihu Chen Shuojie Fu Gabriel Freedman Cemre Zor Guy Martin James Kinross Uddhav Vaghela Ovidiu Serban Francesca Toni DeLMO 93 0 0 21 Feb 2025
Faithfulness Tests for Natural Language Explanations Pepa Atanasova Oana-Maria Camburu Christina Lioma Thomas Lukasiewicz J. Simonsen Isabelle Augenstein FAtt 51 64 0 29 May 2023
Exploring Faithful Rationale for Multi-hop Fact Verification via Salience-Aware Graph Learning Jiasheng Si Yingjie Zhu Deyu Zhou 61 12 0 02 Dec 2022
PHEMEPlus: Enriching Social Media Rumour Verification with External Evidence John Dougrez-Lewis E. Kochkina Miguel Arana Catania Maria Liakata Yulan He 43 13 0 28 Jul 2022
Tell me why! Explanations support learning relational and causal structure Andrew Kyle Lampinen Nicholas A. Roy Ishita Dasgupta Stephanie C. Y. Chan Allison C. Tam ... Chen Yan Adam Santoro Neil C. Rabinowitz Jane X. Wang Felix Hill 67 46 0 07 Dec 2021
Interpretability in Safety-Critical FinancialTrading Systems Gabriel Deza Adelin Travers C. Rowat Nicolas Papernot AAML AIFin 70 1 0 24 Sep 2021
ProoFVer: Natural Logic Theorem Proving for Fact Verification Amrith Krishna Sebastian Riedel Andreas Vlachos 65 64 0 25 Aug 2021
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification G. Chrysostomou Nikolaos Aletras 48 38 0 06 May 2021
Explaining NLP Models via Minimal Contrastive Editing (MiCE) Alexis Ross Ana Marasović Matthew E. Peters 62 122 0 27 Dec 2020
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 43 269 0 24 Dec 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 247 252 0 19 Oct 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations Sawan Kumar Partha P. Talukdar XAI LRM 70 163 0 25 May 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 129 1,089 0 08 May 2020
Fact or Fiction: Verifying Scientific Claims David Wadden Shanchuan Lin Kyle Lo Lucy Lu Wang Madeleine van Zuylen Arman Cohan Hannaneh Hajishirzi HAI 84 440 0 30 Apr 2020
Attention is not not Explanation Sarah Wiegreffe Yuval Pinter XAI AAML FAtt 48 901 0 13 Aug 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 87 1,307 0 26 Feb 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 378 634 0 04 Dec 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 222 4,229 0 22 Jun 2017
SemEval-2017 Task 8: RumourEval: Determining rumour veracity and support for rumours Leon Derczynski Kalina Bontcheva Maria Liakata Rob Procter Geraldine Wong Sak Hoi A. Zubiaga HILM 43 348 0 20 Apr 2017
A Stylometric Inquiry into Hyperpartisan and Fake News Martin Potthast Johannes Kiesel K. Reinartz Janek Bevendorff Benno Stein 55 614 0 18 Feb 2017