Accelerating Pretrained Language Model Inference Using Weighted Ensemble Self-distillation

Author:

Kong Jun,Wang Jin,Zhang Xuejie

Publisher

Springer International Publishing

Reference19 articles.

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2. Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT 2019), pp. 4171–4186 (2019)

3. Fan, A., Grave, E., Joulin, A.: Reducing transformer depth on demand with structured dropout. In: International Conference on Learning Representations (2019)

4. Hermann, K.M., et al.: Teaching machines to read and comprehend. In: Proceedings of the 28th International Conference on Neural Information Processing Systems (NIPS-2015), pp. 1693–1701 (2015)

5. Hinton, G., Vinyals, O., Dean, J.: Distilling the Knowledge in a Neural Network. arXiv preprint arXiv:1503.02531. (2015)

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