VIOLET: Vectorized Invariance Optimization for Language Embeddings Using Twins
We present VIOLET, a novel positive pair-based information maximisation strategy for fine-tuning BERT to generate robust, invariant, and semantically meaningful sentence embeddings. VIOLET extends the Barlow Twins framework by addressing both redundancy reduction and invariance preservation within t...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/11086585/ |
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