Papers by Javad Asl
RobustEmbed: Robust Sentence Embeddings Using Self-Supervised Contrastive Pre-Training (2023.findings-emnlp)
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| Challenge: | Existing PLMs suffer from poor robustness in adversarial scenarios, despite their success with unseen samples. |
| Approach: | They propose a self-supervised sentence embedding framework that enhances generalization and robustness in various text representation tasks and against diverse adversarial attacks. |
| Outcome: | The proposed framework improves generalization and robustness in various representation tasks and against diverse adversarial attacks. |