Papers by Mukund Sundararajan
Did the Model Understand the Question? (P18-1)
Copied to clipboard
| Challenge: | Using the notion of “attribution,” deep learning models often ignore important question terms. |
| Approach: | They propose techniques to analyze the sensitivity of a deep learning model to question words . they use attribution to generate adversarial questions using visual and tabular questions . |
| Outcome: | The proposed techniques reduce the accuracy of a visual question answering model by 61.1% and that of 'tabular' question answering models by 3.3%. |