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, Samson Tan, Jason Wu, Stephan Zheng, Caiming Xiong,
Mohit Bansal, Christopher Ré
arXiv e-print
[Paper]
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]
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
Comparison of Transfer-Learning Approaches for Response
Selection in Multi-Turn Conversations
Jesse Vig and Kalai Ramea
DSTC7 Workshop 2018
[Paper]
The Tag Genome: Encoding
Community
Knowledge to Support Novel Interaction
Jesse Vig, Shilad Sen, John
Riedl
ACM TiiS 2012
[Paper]
Navigating the Tag
Genome
Jesse Vig, Shilad Sen, John Riedl
IUI 2011
🥇 Best Paper
Nomination [Paper]
Tag Expression: Tagging
with Feeling
Jesse Vig, Matthew Soukup, Shilad Sen, John Riedl
UIST 2010
[Paper]
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]