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Jin-Yu Chen

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#artificial intelligence Preprint Oct 2026

Batched Speech Decisions Without Decoding: Single-Token Supervision Lets a Frozen LLM Hear Beyond the Transcript

Full-duplex voice agents make many small, closed decisions, which current systems answer by slow autoregressive decoding. We propose DuplexJev, which feeds ASR-encoder hidden states through a small connector into a frozen LLM and reads each question as a single-token distribution over its options. Nothing is decoded, a...

Jie-Hua Jin, Zi-Yin Ma, Min Yin et al. · 1 citation

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