Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience

31 August 2021

Papers citing "Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience"

13 / 13 papers shown

Title
Noiser: Bounded Input Perturbations for Attributing Large Language Models Mohammad Reza Ghasemi Madani Aryo Pradipta Gema Gabriele Sarti Yu Zhao Pasquale Minervini Andrea Passerini AAML 30 0 0 03 Apr 2025
Conditional Language Learning with Context X. Zhang Miao Li Ji Wu 44 3 0 04 Jun 2024
Plausible Extractive Rationalization through Semi-Supervised Entailment Signal Yeo Wei Jie Ranjan Satapathy Erik Cambria 11 5 0 13 Feb 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 32 178 0 02 Jan 2024
Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training Dongfang Li Baotian Hu Qingcai Chen Shan He 21 4 0 29 Dec 2023
Incorporating Attribution Importance for Improving Faithfulness Metrics Zhixue Zhao Nikolaos Aletras 14 13 0 17 May 2023
Explainability of Text Processing and Retrieval Methods: A Critical Survey Sourav Saha Debapriyo Majumdar Mandar Mitra 6 5 0 14 Dec 2022
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 24 39 0 07 Dec 2022
On the Impact of Temporal Concept Drift on Model Explanations Zhixue Zhao G. Chrysostomou Kalina Bontcheva Nikolaos Aletras 11 15 0 17 Oct 2022
Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods Nils Feldhus Leonhard Hennig Maximilian Dustin Nasert Christopher Ebert Robert Schwarzenberg Sebastian Möller FAtt 16 19 0 13 Oct 2022
VisFIS: Visual Feature Importance Supervision with Right-for-the-Right-Reason Objectives Zhuofan Ying Peter Hase Mohit Bansal LRM 23 13 0 22 Jun 2022
Flexible Instance-Specific Rationalization of NLP Models G. Chrysostomou Nikolaos Aletras 20 14 0 16 Apr 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,943 0 20 Apr 2018