101 citations · 162 across the 5 of their papers we have counts for
4 papers · 1 filter
Interactive Model Cards: A Human-Centered Approach to Model Documentation
Anamaria Crisan, Margaret Drouhard, Jesse Vig +1
Deep learning models for natural language processing (NLP) are increasingly adopted and deployed by analysts without formal training in NLP or machine learning (ML). However, the d…
iSEA: An Interactive Pipeline for Semantic Error Analysis of NLP Models
Jun Yuan, Jesse Vig, Nazneen Rajani
Error analysis in NLP models is essential to successful model development and deployment. One common approach for diagnosing errors is to identify subpopulations in the dataset whe…
A Multiscale Visualization of Attention in the Transformer Model
Jesse Vig
The Transformer is a sequence model that forgoes traditional recurrent architectures in favor of a fully attention-based approach. Besides improving performance, an advantage of us…
Visualizing Attention in Transformer-Based Language Representation Models
Jesse Vig
We present an open-source tool for visualizing multi-head self-attention in Transformer-based language representation models. The tool extends earlier work by visualizing attention…