Abstract:Chat detection is critical for recently emerged personal intelligent assistants (PIA), which can be seen as a hybrid of domain-specific task-oriented spoken dialogue systems and open-domain non-task-oriented ones. Recent advances have attempted to utilize external domain knowledge to enhance utterance semantics understanding and can contribute to chat detection. However, it also inevitably introduces false mention (i.e., token spans being misidentified as entity mentions) in Chat utterances, causing performanc… Show more
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