Papers by Emil Biju
Joint Transformer/RNN Architecture for Gesture Typing in Indic Languages (2020.coling-main)
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| Challenge: | Gesture typing is a method of typing words on a touch-based keyboard by drawing a continuous trace passing through the relevant keys. |
| Approach: | They propose a keyboard that supports gesture typing in Indic languages by drawing a continuous trace over the keyboard and the finger needs to be lifted only once a word is completed. |
| Outcome: | The proposed model performs path decoding, transliteration and transliterations correction. |
Input-specific Attention Subnetworks for Adversarial Detection (2022.findings-acl)
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| Challenge: | a new method to prune attention heads is proposed for adversarial detection . attention heads in models such as BERT are over-provisioned and can be pruned . |
| Approach: | They propose a method to construct input-specific attention subnetworks from which three features are extracted to discriminate between authentic and adversarial inputs. |
| Outcome: | The proposed method significantly improves state-of-the-art adversarial detection accuracy on 10 NLU datasets with 11 different adversarials. |