Furthermore, in many cases, multi-turn interaction between users and NL systems is needed to clarify ambiguous questions (e.g., Q 3 and R 3 in Figure 1), verify returned results, and notify users of unanswerable or unrelated questions.
a robust dialogue-based NL query agent that can engage with users by forming its own responses has become an increasingly necessary component for the query process.