ferret: a Framework for Benchmarking Explainers on Transformers

ferret: a Framework for Benchmarking Explainers on Transformers

2 August 2022

Giuseppe Attanasio

Papers citing "ferret: a Framework for Benchmarking Explainers on Transformers"

17 / 17 papers shown

Title
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 41 0 0 02 May 2025
Long-context Non-factoid Question Answering in Indic Languages Ritwik Mishra R. Shah Ponnurangam Kumaraguru 26 0 0 18 Apr 2025
Feature Importance Depends on Properties of the Data: Towards Choosing the Correct Explanations for Your Data and Decision Trees based Models Célia Wafa Ayad Thomas Bonnier Benjamin Bosch Sonali Parbhoo Jesse Read FAtt XAI 92 0 0 11 Feb 2025
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation Qianli Wang Nils Feldhus Simon Ostermann Luis Felipe Villa-Arenas Sebastian Möller Vera Schmitt AAML 34 0 0 01 Jan 2025
Faithfulness and the Notion of Adversarial Sensitivity in NLP Explanations Supriya Manna Niladri Sett AAML 29 2 0 26 Sep 2024
Variationist: Exploring Multifaceted Variation and Bias in Written Language Data Alan Ramponi Camilla Casula Stefano Menini 18 3 0 25 Jun 2024
LLM Attributor: Interactive Visual Attribution for LLM Generation Seongmin Lee Zijie J. Wang Aishwarya Chakravarthy Alec Helbling Sheng-Hsuan Peng Mansi Phute Duen Horng Chau Minsuk Kahng 21 3 0 01 Apr 2024
The Role of Syntactic Span Preferences in Post-Hoc Explanation Disagreement Jonathan Kamp Lisa Beinborn Antske Fokkens 30 1 0 28 Mar 2024
Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting Phillip Richter-Pechanski Philipp Wiesenbach Dominic M. Schwab Christina Kiriakou Nicolas Geis Christoph Dieterich Anette Frank 24 4 0 20 Mar 2024
idMotif: An Interactive Motif Identification in Protein Sequences Ji Hwan Park Vikash Prasad Sydney N Newsom Fares Najar R. Rajan 11 1 0 04 Feb 2024
ReAGent: A Model-agnostic Feature Attribution Method for Generative Language Models Zhixue Zhao Boxuan Shan 10 5 0 01 Feb 2024
Contrastive Learning-based Sentence Encoders Implicitly Weight Informative Words Hiroto Kurita Goro Kobayashi Sho Yokoi Kentaro Inui 14 2 0 24 Oct 2023
Dynamic Top-k Estimation Consolidates Disagreement between Feature Attribution Methods Jonathan Kamp Lisa Beinborn Antske Fokkens FAtt 14 1 0 09 Oct 2023
Quantifying the Plausibility of Context Reliance in Neural Machine Translation Gabriele Sarti Grzegorz Chrupala Malvina Nissim Arianna Bisazza 29 5 0 02 Oct 2023
Empowering Refugee Claimants and their Lawyers: Using Machine Learning to Examine Decision-Making in Refugee Law Claire Barale 16 0 0 22 Aug 2023
Inseq: An Interpretability Toolkit for Sequence Generation Models Gabriele Sarti Nils Feldhus Ludwig Sickert Oskar van der Wal Malvina Nissim Arianna Bisazza 25 64 0 27 Feb 2023
Robustness Gym: Unifying the NLP Evaluation Landscape Karan Goel Nazneen Rajani Jesse Vig Samson Tan Jason M. Wu Stephan Zheng Caiming Xiong Mohit Bansal Christopher Ré AAML OffRL OOD 146 136 0 13 Jan 2021