Tabular Model with NLP text features

[msivanes (Manikandan Sivanesan)]

From Discord

Metadata in ULMFiT - Improving accuracy by up to 20%

My team and I have been working to perform a more in-depth analysis of how you can introduce metadata (such as author or publication) into a model along with the text. We have been calling this Metadata Enhanced ULMFiT (ME ULMFiT) Our analysis has shown some interesting results: A single piece of metadata improved the model by as much as 20% (relative improvement) Adding more metadata to the model did not always improve results Our method of adding metadata, which has unique tags per column a…

https://www.novetta.com/2019/06/accuracy_bump_meulmfit/