Part 3: Practical Tasks With AllenNLP

Interpreting Models

Author: Zeyu Liu

A practical guide into the AllenNLP Interpret module.

The methods in the allennlp.interpret module provide an interface to look into your "black-box" models. This tutorial tries to be self-contained and will start with a simple discussion of why we need this module. Later, we will dive into the details of the functionality.

1Why do we need interpretation methods?

2An overview of the interpret module

3Saliancy maps

4Adversarial attacks

5Influence functions