exBERT: A Visual Analysis Tool to Explore Learned Representations in Transformers Models

11 October 2019

Papers citing "exBERT: A Visual Analysis Tool to Explore Learned Representations in Transformers Models"

35 / 35 papers shown

Title
Weighted Integrated Gradients for Feature Attribution Kien Tran Duc Tuan Tam Nguyen Trong Son Nguyen Hoang Khoat Than Anh Nguyen Duc FAtt 63 0 0 06 May 2025
AttentionViz: A Global View of Transformer Attention Catherine Yeh Yida Chen Aoyu Wu Cynthia Chen Fernanda Viégas Martin Wattenberg ViT 79 55 0 04 May 2023
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 65 86 0 13 Oct 2022
RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups Bum Chul Kwon U. Kartoun S. Khurshid Mikhail Yurochkin Subha Maity Deanna G. Brockman A. Khera P. Ellinor S. Lubitz Kenney Ng 76 11 0 14 Sep 2022
Does Attention Mechanism Possess the Feature of Human Reading? A Perspective of Sentiment Classification Task Leilei Zhao Yingyi Zhang Chengzhi Zhang 60 2 0 08 Sep 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 94 16 0 17 Aug 2022
Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models Hendrik Strobelt Albert Webson Victor Sanh Benjamin Hoover Johanna Beyer Hanspeter Pfister Alexander M. Rush VLM 78 142 0 16 Aug 2022
Interpreting BERT-based Text Similarity via Activation and Saliency Maps Itzik Malkiel Dvir Ginzburg Oren Barkan Avi Caciularu Jonathan Weill Noam Koenigstein 79 21 0 13 Aug 2022
Astroconformer: Inferring Surface Gravity of Stars from Stellar Light Curves with Transformer Jiashu Pan Y. Ting 丁 Jie Yu 28 3 0 06 Jul 2022
LM-Debugger: An Interactive Tool for Inspection and Intervention in Transformer-Based Language Models Mor Geva Avi Caciularu Guy Dar Paul Roit Shoval Sadde Micah Shlain Bar Tamir Yoav Goldberg KELM 96 28 0 26 Apr 2022
VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers Estelle Aflalo Meng Du Shao-Yen Tseng Yongfei Liu Chenfei Wu Nan Duan Vasudev Lal 98 47 0 30 Mar 2022
What Do They Capture? -- A Structural Analysis of Pre-Trained Language Models for Source Code Yao Wan Wei Zhao Hongyu Zhang Yulei Sui Guandong Xu Hairong Jin 103 113 0 14 Feb 2022
GenNI: Human-AI Collaboration for Data-Backed Text Generation Hendrik Strobelt J. Kinley Robert Krueger Johanna Beyer Hanspeter Pfister Alexander M. Rush 87 23 0 19 Oct 2021
Explanation-Based Human Debugging of NLP Models: A Survey Piyawat Lertvittayakumjorn Francesca Toni LRM 145 79 0 30 Apr 2021
Perfection Not Required? Human-AI Partnerships in Code Translation Justin D. Weisz Michael J. Muller Stephanie Houde John T. Richards Steven I. Ross Fernando Martinez Mayank Agarwal Kartik Talamadupula 72 131 0 08 Apr 2021
Benchmarking and Survey of Explanation Methods for Black Box Models F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 123 234 0 25 Feb 2021
RECAST: Enabling User Recourse and Interpretability of Toxicity Detection Models with Interactive Visualization Austin P. Wright Omar Shaikh Haekyu Park Will Epperson Muhammed Ahmed Stephane Pinel Duen Horng Chau Diyi Yang 44 22 0 08 Feb 2021
Multi-Head Self-Attention with Role-Guided Masks Dongsheng Wang Casper Hansen Lucas Chaves Lima Christian B. Hansen Maria Maistro J. Simonsen Christina Lioma 53 2 0 22 Dec 2020
Towards Grad-CAM Based Explainability in a Legal Text Processing Pipeline Lukasz Górski Shashishekar Ramakrishna J. Nowosielski AILaw 66 16 0 15 Dec 2020
Layer-wise Guided Training for BERT: Learning Incrementally Refined Document Representations Nikolaos Manginas Ilias Chalkidis Prodromos Malakasiotis 44 4 0 12 Oct 2020
FIND: Human-in-the-Loop Debugging Deep Text Classifiers Piyawat Lertvittayakumjorn Lucia Specia Francesca Toni 62 54 0 10 Oct 2020
Bridging Information-Seeking Human Gaze and Machine Reading Comprehension J. Malmaud R. Levy Yevgeni Berzak 78 33 0 30 Sep 2020
Attention Flows: Analyzing and Comparing Attention Mechanisms in Language Models Joseph F DeRose Jiayao Wang M. Berger 65 84 0 03 Sep 2020
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models Ian Tenney James Wexler Jasmijn Bastings Tolga Bolukbasi Andy Coenen ... Ellen Jiang Mahima Pushkarna Carey Radebaugh Emily Reif Ann Yuan VLM 130 196 0 12 Aug 2020
BERT Learns (and Teaches) Chemistry Josh Payne Mario Srouji Dian Ang Yap V. Kosaraju 59 10 0 11 Jul 2020
BERTology Meets Biology: Interpreting Attention in Protein Language Models Jesse Vig Ali Madani Lav Varshney Caiming Xiong R. Socher Nazneen Rajani 110 295 0 26 Jun 2020
The Grammar of Interactive Explanatory Model Analysis Hubert Baniecki Dariusz Parzych P. Biecek 75 46 0 01 May 2020
What Happens To BERT Embeddings During Fine-tuning? Amil Merchant Elahe Rahimtoroghi Ellie Pavlick Ian Tenney 110 189 0 29 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 390 1,500 0 18 Mar 2020
A Primer in BERTology: What we know about how BERT works Anna Rogers Olga Kovaleva Anna Rumshisky OffRL 143 1,511 0 27 Feb 2020
Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence S. Raschka Joshua Patterson Corey J. Nolet AI4CE 113 505 0 12 Feb 2020
What Would You Ask the Machine Learning Model? Identification of User Needs for Model Explanations Based on Human-Model Conversations Michal Kuzba P. Biecek HAI 55 22 0 07 Feb 2020
Towards Deep Federated Defenses Against Malware in Cloud Ecosystems Josh Payne A. Kundu FedML 38 10 0 27 Dec 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 254 2,496 0 20 Aug 2019
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 383 3,750 0 28 Feb 2017