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Wow, really cool article! I am not a huge fan of front-end dev, so I am really excited about the great opportunities behind this work/research. It will be anot

Wow, really cool article! I am not a huge fan of front-end dev, so I am really excited about the great opportunities behind this work/research. It will be another major step in the democratization of UI and less work at maintaining the web views. My biggest concern is the model capacity. My question is: in your opinion, will it be able to handle very long HTML page? not to mention when it will be added a lot of CSS or JS. Even with more layers, will the model be able to generate corrected syntax(for really long pages)? will it need some additional modules(not only layers) to handle this? maybe a different problem formulation?

emilwallner 9y ago
The model uses 48 tokens at a time to make the next prediction. As long as it can keep track of where it is on the design image, it’s not a problem. In the final version, it has roughly the same accuracy (~97%) on short and long websites. The tougher part is integrating JS or adding hover effects in CSS. In theory, this can be done with an attention layer, but I haven’t seen any papers on it.