Is Attention Interpretable?

9 June 2019

Papers citing "Is Attention Interpretable?"

16 / 166 papers shown

Title
Towards Transparent and Explainable Attention Models Akash Kumar Mohankumar Preksha Nema Sharan Narasimhan Mitesh M. Khapra Balaji Vasan Srinivasan Balaraman Ravindran 42 99 0 29 Apr 2020
Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness? Alon Jacovi Yoav Goldberg XAI 28 567 0 07 Apr 2020
Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection Hanjie Chen Guangtao Zheng Yangfeng Ji FAtt 36 92 0 04 Apr 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020
What went wrong and when? Instance-wise Feature Importance for Time-series Models S. Tonekaboni Shalmali Joshi Kieran Campbell David Duvenaud Anna Goldenberg FAtt OOD AI4TS 51 14 0 05 Mar 2020
Explaining Explanations: Axiomatic Feature Interactions for Deep Networks Joseph D. Janizek Pascal Sturmfels Su-In Lee FAtt 30 143 0 10 Feb 2020
From Stock Prediction to Financial Relevance: Repurposing Attention Weights to Assess News Relevance Without Manual Annotations Luciano Del Corro Johannes Hoffart AIFin 11 3 0 26 Jan 2020
Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities Kaixuan Chen Dalin Zhang Lina Yao Bin Guo Zhiwen Yu Yunhao Liu HAI 42 619 0 21 Jan 2020
Neural Machine Translation: A Review and Survey Felix Stahlberg 3DV AI4TS MedIm 25 312 0 04 Dec 2019
What do you mean, BERT? Assessing BERT as a Distributional Semantics Model Timothee Mickus Denis Paperno Mathieu Constant Kees van Deemter 26 45 0 13 Nov 2019
Harnessing the linguistic signal to predict scalar inferences Sebastian Schuster Yuxing Chen Judith Degen 19 33 0 31 Oct 2019
Explainable Prediction of Adverse Outcomes Using Clinical Notes Justin Lovelace N. Hurley A. Haimovich B. Mortazavi BDL FAtt 29 2 0 30 Oct 2019
On Identifiability in Transformers Gino Brunner Yang Liu Damian Pascual Oliver Richter Massimiliano Ciaramita Roger Wattenhofer ViT 30 186 0 12 Aug 2019
Six Challenges for Neural Machine Translation Philipp Koehn Rebecca Knowles AAML AIMat 224 1,209 0 12 Jun 2017
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,929 0 17 Aug 2015
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 291 13,373 0 25 Aug 2014