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Paper · arXiv

Beyond Two Tracks: Speaker-Anchored Full-Duplex Dialogue Recovery

Spoken interaction is moving from alternating turns to full-duplex conversation, where an agent listens while speaking. Learning this coordination requires natural dialogue with persistent speaker-resolved tracks, a data requirement that remains difficult to satisfy at scale. Generative recovery offers a route from ordinary recordings, but recovering two voices is not enough: their track assignments can drift as the conversation unfolds. We address this missing link with speaker-anchored routing before diffusion: a 1.84M-parameter module matches the separator's coarse streams to fixed enrollment identities and orders them before a frozen generator reconstructs the speech, without retraini...

AuthorsYuxuan Chen, Yang Xiao, Jack Sun et al.
Primary categorycs.SD
Published19 October 2026
Last updated at source19 October 2026
cs.SDcs.CLeess.AS
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