Papers by Kanthashree Mysore Sathyendra
Extreme Model Compression for On-device Natural Language Understanding (2020.coling-industry)
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| Challenge: | Xu and Sarikaya et al., 2014) perform word-embedding compression with NLU task learning . their approach achieves a compression rate of 97.4% with less than 3.7% degradation in predictive performance. |
| Approach: | They propose a task-aware, end-to-end compression approach that performs word-embedding compression with NLU task learning. |
| Outcome: | The proposed approach outperforms baselines and achieves 97.4% compression rate with less than 3.7% degradation in predictive performance. |