Papers by Elnaz Davoodi
Reassessing Evaluation Practices in Visual Question Answering: A Case Study on Out-of-Distribution Generalization (2023.findings-eacl)
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Aishwarya Agrawal, Ivana Kajic, Emanuele Bugliarello, Elnaz Davoodi, Anita Gergely, Phil Blunsom, Aida Nematzadeh
| Challenge: | Visual question answering (VQA) is a task of answering open-ended questions about images. |
| Approach: | They evaluate two vision-and-language (V&L) models under different settings . they find they tend to learn to solve the benchmark rather than the skills required by VQA . |
| Outcome: | The proposed models exhibit poor generalization under out-of-distribution settings. |