Dec 16, 2021 · We study such practical differences between LSTM and Transformer and propose an explanation based on their latent space decomposition patterns.
In this work, we study the empirical representation power of the LSTM and the Transformer networks and investigate the origination of their difference. We ...
Learning Bounded Context-Free-Grammar via LSTM and the Transformer: Difference and Explanations · Hui Shi, Sicun Gao, +2 authors. Jishen Zhao · Published in AAAI ...
We study such practical differences between LSTM and the Transformer and propose an explanation based on their latent space decomposition patterns.
People also ask
What is the difference between Transformer and LSTM?
Why does the Transformer do better than RNN and LSTM in long range context dependencies?
Learning Bounded Context-Free-Grammar via LSTM and the Transformer: Difference and the Explanations. Hui Shi, Sicun Gao, Yuandong Tian, Xinyun Chen, ...
Duration: 17:02
Posted: Feb 3, 2022
Posted: Feb 3, 2022
Missing: Difference | Show results with:Difference
Learning Bounded Context-Free-Grammar via LSTM and the Transformer:Difference and Explanations · Preprint · File available. December 2021. ·. 50 Reads. Hui Shi.
Dec 2, 2021 · I see a lot of people using the concept of Attention without really knowing what's going on inside the architecture and why it works rather than the how.
Missing: Grammar | Show results with:Grammar
Learning Bounded Context-Free-Grammar via LSTM and the Transformer:Difference and Explanations (AAAI22'). This repo provides the code to reproduce the ...
Learning Bounded Context-Free-Grammar via LSTM and the Transformer: Difference and the Explanations. AAAI 2022: 8267-8276. [c67]. view. electronic edition via ...