2021

SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization
Jesse Vig, Wojciech Kryscinski, Karan Goel, Nazneen Fatema Rajani
ACL System Demonstrations 2021
[Paper]

BERTology Meets Biology: Interpreting Attention in Protein Language Models
Jesse Vig, Ali Madani, Lav R. Varshney, Caiming Xiong, Richard Socher, Nazneen Fatema Rajani
ICLR 2021
[Paper] [Blog] [Demo Video]

Robustness Gym: Unifying the NLP Evaluation Landscape
Karan Goel*, Nazneen Rajani*, Jesse Vig, Zachary Taschdjian, Mohit Bansal, Christopher Ré
NAACL 2021 System Demonstration
[Paper]

Robustness Gym: Unifying the NLP Evaluation Landscape
Karan Goel*, Nazneen Rajani*, Jesse Vig, Samson Tan, Jason Wu, Stephan Zheng, Caiming Xiong, Mohit Bansal, Christopher Ré
arXiv e-print
[Paper]

2020

Profile Prediction: An Alignment-Based Pre-Training Task for Protein Sequence Models
Pascal Sturmfels, Jesse Vig, Ali Madani, Nazneen Fatema Rajani
Machine Learning for Structured Biology NeurIPS Workshop 2020
Learning Meaningful Representations for Life NeurIPS Workshop 2020
[Paper]

Investigating Gender Bias in Language Models Using Causal Mediation Analysis
Jesse Vig*, Sebastian Gehrmann*, Yonatan Belinkov*, Sharon Qian, Daniel Nevo, Yaron Singer, Stuart Shieber (*equal contribution)
NeurIPS 2020, Spotlight Presentation
[Paper] [Video] [Poster]

Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias
Jesse Vig*, Sebastian Gehrmann*, Yonatan Belinkov*, Sharon Qian, Daniel Nevo, Yaron Singer, Stuart Shieber (*equal contribution)
arXiv e-print
[Paper]

2019

Analyzing the Structure of Attention in a Transformer Language Model
Jesse Vig, Yonatan Belinkov
ACL BlackboxNLP Workshop 2019
[Paper] [Poster]

A Multiscale Visualization of Attention in the Transformer Model
Jesse Vig
ACL System Demonstrations 2019
[Paper] [Poster] [Blog]

Deconstructing BERT: Visualizing the Inner Workings of Attention
Jesse Vig
IEEE Vis Workshop on Visualization for AI Explainability 2019

2018

Comparison of Transfer-Learning Approaches for Response Selection in Multi-Turn Conversations
Jesse Vig and Kalai Ramea
DSTC7 Workshop 2018
[Paper]

2012

The Tag Genome: Encoding Community Knowledge to Support Novel Interaction
Jesse Vig, Shilad Sen, John Riedl
ACM TiiS 2012
[Paper]

2011

Navigating the Tag Genome
Jesse Vig, Shilad Sen, John Riedl
IUI 2011
🥇 Best Paper Nomination [Paper]

2010

Tag Expression: Tagging with Feeling
Jesse Vig, Matthew Soukup, Shilad Sen, John Riedl
UIST 2010
[Paper]

2009

Tagommenders: Connecting Users to Items through Tags
Shilad Sen, Jesse Vig, John Riedl
WWW 2009
[Paper]

Tagsplanations: Explaining Recommendations Using Tags
Jesse Vig, Shilad Sen, John Riedl
IUI 2009
🥇 Best Paper [Paper]

Learning to Recognize Valuable Tags
Shilad Sen, Jesse Vig, John Riedl
IUI 2009
[Paper]