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Should I annotate all examples in my dataset?

Yes you should annotate all examples in your training data if you are going to use a machine learning based entity extractor (like DIET). Alternatively, you could use the regex entity extractor to specify a pattern to look for. If you use this approach, per the docs you would only need to annotate …

How to make use of entity sentiment value with different response

Hi! While you could achieve this with slot mappings, I would caution against using a sentiment classifier to drive the conversation. Sentiment classifiers are imperfect and will often change their prediction substantially if you change the words of the text that have nothing to do with the sentiment…