AIBullisharXiv – CS AI · 6h ago6/10
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DOA: Training-Free Decoder-Only Attention Policy for Long-Form Simultaneous Translation with SpeechLLMs
Researchers introduce DOA (Decoder-Only Attention), a training-free method that enables simultaneous speech-to-text translation using decoder-only SpeechLLMs by extracting alignment signals from self-attention mechanisms. The approach achieves low-latency, long-form translation quality comparable to offline decoding without requiring model retraining.