English

The Open-domain Paradox for Chatbots: Common Ground as the Basis for Human-like Dialogue

Computation and Language 2023-07-31 v2

Abstract

There is a surge in interest in the development of open-domain chatbots, driven by the recent advancements of large language models. The "openness" of the dialogue is expected to be maximized by providing minimal information to the users about the common ground they can expect, including the presumed joint activity. However, evidence suggests that the effect is the opposite. Asking users to "just chat about anything" results in a very narrow form of dialogue, which we refer to as the "open-domain paradox". In this position paper, we explain this paradox through the theory of common ground as the basis for human-like communication. Furthermore, we question the assumptions behind open-domain chatbots and identify paths forward for enabling common ground in human-computer dialogue.

Keywords

Cite

@article{arxiv.2303.11708,
  title  = {The Open-domain Paradox for Chatbots: Common Ground as the Basis for Human-like Dialogue},
  author = {Gabriel Skantze and A. Seza Doğruöz},
  journal= {arXiv preprint arXiv:2303.11708},
  year   = {2023}
}

Comments

Accepted at SIGDIAL 2023