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TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization

This work introduces a training-free approach that leverages Non-negative Matrix Factorization (NMF) to co-factorize audio and visual features from pre-trained models so as to reveal shared interpretable concepts and establishes state-of-the-art performance in unsupervised sound-prompted segmentation.

Hugo Malard, Michel Olvera, Stéphane Lathuilière et al. · 1 citation
#artificial intelligence Preprint Sep 2026

NemotronLabs VoiceChat: An Open Full-duplex Speech-to-Speech Model with Tool Calling Capabilities

The results demonstrate that full-duplex interaction, speech recognition and generation, general language capabilities, and external tool use can be integrated in a single open speech-to-speech model without sacrificing real-time conversational behavior.

Jagadeesh Balam, Travis M. Bartley, Edresson Casanova et al. · 2 citations · ⚡1

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