Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Trustworthy, Responsible and Interpretable System to Handle Chit Chat
  in Conversational Bots   Most often, chat-bots are built to solve the purpose of a search engine or a
human assistant: Their primary goal is to provide information to the user or
help them complete a task. However, these chat-bots are incapable of responding
to unscripted queries like "Hi, what's up", "What's your favourite food". Human
evaluation judgments show that 4 humans come to a consensus on the intent of a
given query which is from chat domain only 77% of the time, thus making it
evident how non-trivial this task is. In our work, we show why it is difficult
to break the chitchat space into clearly defined intents. We propose a system
to handle this task in chat-bots, keeping in mind scalability,
interpretability, appropriateness, trustworthiness, relevance and coverage. Our
work introduces a pipeline for query understanding in chitchat using
hierarchical intents as well as a way to use seq-seq auto-generation models in
professional bots. We explore an interpretable model for chat domain detection
and also show how various components such as adult/offensive classification,
grammars/regex patterns, curated personality based responses, generic guided
evasive responses and response generation models can be combined in a scalable
way to solve this problem.

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The categories of this paper are: astro-ph
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The categories of this paper are: econ
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The categories of this paper are: eess
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The categories of this paper are: q-fin
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The categories of this paper are: funct-an
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The categories of this paper are: nlin
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The categories of this paper are: hep-lat
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The categories of this paper are: adap-org
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The categories of this paper are: chao-dyn
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The categories of this paper are: supr-con
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The categories of this paper are: cmp-lg
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The categories of this paper are: chem-ph
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The categories of this paper are: mtrl-th
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The categories of this paper are: atom-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: gr-qc