Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness?

7 April 2020

Papers citing "Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness?"

50 / 381 papers shown

Title
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 69 2 0 14 Oct 2024
Faithful Interpretation for Graph Neural Networks Lijie Hu Tianhao Huang Lu Yu Wanyu Lin Tianhang Zheng Di Wang 31 1 0 09 Oct 2024
Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization Wei Liu Zhiying Deng Zhongyu Niu Jun Wang Haozhao Wang YuanKai Zhang Ruixuan Li 42 4 0 08 Oct 2024
Mechanistic? Naomi Saphra Sarah Wiegreffe AI4CE 29 10 0 07 Oct 2024
Explanation sensitivity to the randomness of large language models: the case of journalistic text classification Jérémie Bogaert Marie-Catherine de Marneffe Antonin Descampe Louis Escouflaire Cedrick Fairon François-Xavier Standaert 24 1 0 07 Oct 2024
Zero-Shot Fact Verification via Natural Logic and Large Language Models Marek Strong Rami Aly Andreas Vlachos LRM 37 0 0 04 Oct 2024
F-Fidelity: A Robust Framework for Faithfulness Evaluation of Explainable AI Xu Zheng Farhad Shirani Zhuomin Chen Chaohao Lin Wei Cheng Wenbo Guo Dongsheng Luo AAML 38 0 0 03 Oct 2024
COOL: Efficient and Reliable Chain-Oriented Objective Logic with Neural Networks Feedback Control for Program Synthesis Jipeng Han 39 0 0 02 Oct 2024
Faithfulness and the Notion of Adversarial Sensitivity in NLP Explanations Supriya Manna Niladri Sett AAML 29 2 0 26 Sep 2024
Explainable AI needs formal notions of explanation correctness Stefan Haufe Rick Wilming Benedict Clark Rustam Zhumagambetov Danny Panknin Ahcène Boubekki XAI 33 1 0 22 Sep 2024
Prompts Are Programs Too! Understanding How Developers Build Software Containing Prompts Jenny T Liang Melissa Lin Nikitha Rao Brad A. Myers 83 6 0 19 Sep 2024
Watch Your Steps: Observable and Modular Chains of Thought Cassandra A. Cohen William W. Cohen LRM 36 1 0 17 Sep 2024
"The Data Says Otherwise"-Towards Automated Fact-checking and Communication of Data Claims Yu Fu Shunan Guo Jane Hoffswell Victor S. Bursztyn Ryan A. Rossi J. Stasko 31 2 0 16 Sep 2024
DRIVE: Dependable Robust Interpretable Visionary Ensemble Framework in Autonomous Driving Songning Lai Tianlang Xue Hongru Xiao Lijie Hu Jiemin Wu Ninghui Feng Runwei Guan Haicheng Liao Zhenning Li Yutao Yue 36 4 0 16 Sep 2024
Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem Qianli Wang Tatiana Anikina Nils Feldhus Simon Ostermann Sebastian Möller Vera Schmitt LRM 38 1 0 11 Sep 2024
An Evaluation of Explanation Methods for Black-Box Detectors of Machine-Generated Text Loris Schoenegger Yuxi Xia Benjamin Roth FAtt 46 0 0 26 Aug 2024
Counterfactuals As a Means for Evaluating Faithfulness of Attribution Methods in Autoregressive Language Models Sepehr Kamahi Yadollah Yaghoobzadeh 53 0 0 21 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 79 13 0 16 Aug 2024
Normalized AOPC: Fixing Misleading Faithfulness Metrics for Feature Attribution Explainability Joakim Edin Andreas Geert Motzfeldt Casper L. Christensen Tuukka Ruotsalo Lars Maaløe Maria Maistro 40 3 0 15 Aug 2024
In2Core: Leveraging Influence Functions for Coreset Selection in Instruction Finetuning of Large Language Models Ayrton San Joaquin Bin Wang Zhengyuan Liu Nicholas Asher Brian Lim Philippe Muller Nancy Chen 42 0 0 07 Aug 2024
Data Debugging is NP-hard for Classifiers Trained with SGD Zizheng Guo Pengyu Chen Yanzhang Fu Xuelong Li 28 0 0 02 Aug 2024
Faithful and Plausible Natural Language Explanations for Image Classification: A Pipeline Approach Adam Wojciechowski Mateusz Lango Ondrej Dusek FAtt 51 0 0 30 Jul 2024
BEExAI: Benchmark to Evaluate Explainable AI Samuel Sithakoul Sara Meftah Clément Feutry 49 8 0 29 Jul 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 42 13 0 27 Jul 2024
Exploring the Plausibility of Hate and Counter Speech Detectors with Explainable AI Adrian Jaques Böck D. Slijepcevic Matthias Zeppelzauer 44 0 0 25 Jul 2024
Transformer Circuit Faithfulness Metrics are not Robust Joseph Miller Bilal Chughtai William Saunders 53 7 0 11 Jul 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 85 22 0 02 Jul 2024
Towards Understanding Sensitive and Decisive Patterns in Explainable AI: A Case Study of Model Interpretation in Geometric Deep Learning Jiajun Zhu Siqi Miao Rex Ying Pan Li 45 1 0 30 Jun 2024
Evaluating Human Alignment and Model Faithfulness of LLM Rationale Mohsen Fayyaz Fan Yin Jiao Sun Nanyun Peng 65 3 0 28 Jun 2024
Rethinking harmless refusals when fine-tuning foundation models Florin Pop Judd Rosenblatt Diogo Schwerz de Lucena Michael Vaiana 18 0 0 27 Jun 2024
The Illusion of Competence: Evaluating the Effect of Explanations on Users' Mental Models of Visual Question Answering Systems Judith Sieker Simeon Junker R. Utescher Nazia Attari H. Wersing Hendrik Buschmeier Sina Zarrieß 30 1 0 27 Jun 2024
A look under the hood of the Interactive Deep Learning Enterprise (No-IDLE) Daniel Sonntag Michael Barz Thiago S. Gouvêa VLM 52 4 0 27 Jun 2024
On the Role of Visual Grounding in VQA Daniel Reich Tanja Schultz 21 1 0 26 Jun 2024
This actually looks like that: Proto-BagNets for local and global interpretability-by-design K. Djoumessi B. Bah Laura Kühlewein Philipp Berens Lisa M. Koch FAtt 21 0 0 21 Jun 2024
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation Jirui Qi Gabriele Sarti Raquel Fernández Arianna Bisazza RALM 45 6 0 19 Jun 2024
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records Joakim Edin Maria Maistro Lars Maaløe Lasse Borgholt Jakob Drachmann Havtorn Tuukka Ruotsalo FAtt 42 2 0 13 Jun 2024
Why Would You Suggest That? Human Trust in Language Model Responses Manasi Sharma H. Siu Rohan R. Paleja Jaime D. Peña LRM 42 6 0 04 Jun 2024
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution Yurui Chang Bochuan Cao Yujia Wang Jinghui Chen Lu Lin LRM 32 0 0 30 May 2024
Explainable Molecular Property Prediction: Aligning Chemical Concepts with Predictions via Language Models Zhenzhong Wang Zehui Lin Wanyu Lin Ming Yang Minggang Zeng Kay Chen Tan 28 3 0 25 May 2024
Dissociation of Faithful and Unfaithful Reasoning in LLMs Evelyn Yee Alice Li Chenyu Tang Yeon Ho Jung R. Paturi Leon Bergen LRM 32 4 0 23 May 2024
Towards a Unified Framework for Evaluating Explanations Juan D. Pinto Luc Paquette 33 1 0 22 May 2024
Why do explanations fail? A typology and discussion on failures in XAI Clara Bove Thibault Laugel Marie-Jeanne Lesot C. Tijus Marcin Detyniecki 33 2 0 22 May 2024
TimeX++: Learning Time-Series Explanations with Information Bottleneck Zichuan Liu Tianchun Wang Jimeng Shi Xu Zheng Zhuomin Chen Lei Song Wenqian Dong J. Obeysekera Farhad Shirani Dongsheng Luo AI4TS 37 8 0 15 May 2024
Challenges and Opportunities in Text Generation Explainability Kenza Amara Rita Sevastjanova Mennatallah El-Assady SILM 48 2 0 14 May 2024
Interpretability Needs a New Paradigm Andreas Madsen Himabindu Lakkaraju Siva Reddy Sarath Chandar 39 4 0 08 May 2024
ACORN: Aspect-wise Commonsense Reasoning Explanation Evaluation Ana Brassard Benjamin Heinzerling Keito Kudo Keisuke Sakaguchi Kentaro Inui LRM 39 0 0 08 May 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 84 3 0 29 Apr 2024
Mechanistic Interpretability for AI Safety -- A Review Leonard Bereska E. Gavves AI4CE 45 118 0 22 Apr 2024
The Probabilities Also Matter: A More Faithful Metric for Faithfulness of Free-Text Explanations in Large Language Models Noah Y. Siegel Oana-Maria Camburu N. Heess Maria Perez-Ortiz 26 8 0 04 Apr 2024
On the Faithfulness of Vision Transformer Explanations Junyi Wu Weitai Kang Hao Tang Yuan Hong Yan Yan 32 6 0 01 Apr 2024