mlsanityData to 14 Oct 2026

Does Listening Matter? Backchanneling and Nodding in AI Clone

arXiv 2608.19527 ↗First posted 20 Aug 2026cs.HC cs.CL cs.SDcited by 0

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Abstract (arXiv)

AI clones that imitate a specific person typically reproduce what the person says and how they sound, but not how they listen. We investigate whether adding multimodal listening behaviors gives such a clone more presence and authenticity. We integrated verbal backchannels and head nodding, driven by real-time prediction models, into an AI clone equipped with voice cloning and LLM-based responses. In a within-subjects study (N=35), adding these behaviors significantly improved the perceived attentiveness of the avatar, the sense of talking with the real person, and the feeling of co-presence. These results indicate that AI clone fidelity should extend beyond voice and response content to include interactive listening behavior.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 12 of its 31 references that are in the map. First posted on arXiv 20 Aug 2026.

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12 of 31 references.

References · 12

  1. 2023Neural Codec Language Models are Zero-Shot Text to Speech Synthesizerscited by 752
  2. 2021Responsive Listening Head Generation: A Benchmark Dataset and Baselinecited by 67
  3. 2026PersonaPlex: Voice and Role Control for Full Duplex Conversational Speech Modelscited by 63
  4. 2022Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue Systemscited by 28
  5. 2024Multilingual Turn-taking Prediction Using Voice Activity Projectioncited by 26
  6. 2024Yeah, Un, Oh: Continuous and Real-time Backchannel Prediction with Fine-tuning of Voice Activity Projectioncited by 8
  7. 2024Empathic Grounding: Explorations using Multimodal Interaction and Large Language Models with Conversational Agentscited by 5
  8. 2026Hear You in Silence: Designing for Active Listening in Human Interaction with Conversational Agents Using Context-Aware Pacingcited by 3
  9. 2026AI Twin: Enhancing ESL Speaking Practice through AI Self-Clones of a Better Mecited by 2
  10. 2020Migratable AI: Effect of identity and information migration on users perception of conversational AI agentscited by 1
  11. 2025Real-time Generation of Various Types of Nodding for Avatar Attentive Listening Systemcited by 1
  12. 2026Cloning the Self for Mental Well-Being: A Framework for Designing Safe and Therapeutic Self-Clone Chatbotscited by 1

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