React to This (RTT): A Nonverbal Turing Test for Embodied AI

Zhang, Chuxuan, Etesam, Yasaman, Lim, Angelica

arXiv.org Artificial Intelligence 

We propose an approach to test embodied AI agents for interaction awareness and believability, particularly in scenarios where humans push them to their limits. Turing introduced the Imitation Game as a way to explore the question: "Can machines think?" The Total Turing Test later expanded this concept beyond purely verbal communication, incorporating perceptual and physical interaction. Building on this, we propose a new guiding question: "Can machines react?" and introduce the React to This (RTT) test for nonverbal behaviors, presenting results from an initial experiment. In 1950, Turing [1] proposed the "imitation game" as a way to address the question: "Can machines think?" Since then, numerous attempts have been made to pass this test [2]. One of the earliest systems to highlight how surface-level language mimicry could deceive users was ELIZA [3], developed in 1965.