2.9k citations · 3.3k across the 26 of their papers we have counts for
3 papers · 1 filter
Using Foundation Models to Detect Policy Violations with Minimal Supervision
Sid Mittal, Vineet Gupta, Frederick Liu +1
Foundation models, i.e. large neural networks pre-trained on large text corpora, have revolutionized NLP. They can be instructed directly (e.g. (arXiv:2005.14165)) - this is called…
Did the Model Understand the Question?
Pramod Kaushik Mudrakarta, Ankur Taly, Mukund Sundararajan +1
We analyze state-of-the-art deep learning models for three tasks: question answering on (1) images, (2) tables, and (3) passages of text. Using the notion of \emph{attribution} (wo…
Abductive Matching in Question Answering
Kedar Dhamdhere, Kevin S. McCurley, Mukund Sundararajan +1
We study question-answering over semi-structured data. We introduce a new way to apply the technique of semantic parsing by applying machine learning only to provide annotations th…