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Thanks for the answer. I am happy to discuss offline. While I did my master on computational linguistics which is related to your field, I am currently creating a new auto ml platform so I would appreciate your feedback. My goal is to automate the straightforward parts.

As you mentioned, some tasks in NLP like full conversation are not solved and will likely never be solved with deep learning by itself (at the level of the conversation). There should be some sort of symbolic AI or taxonomies/knowledge graph (like RDF) in combination with deep models.

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