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Explicit acoustic guidance in H-SAGE leads to significant performance improvements in multi-talker ASR, especially in challenging overlapping speech conditions.
Training for speech editing with reinforcement learning not only enhances editing quality but also unexpectedly boosts zero-shot TTS performance.
LLM post-training isn't just about objectives; it's about strategically intervening on model behavior through support expansion, policy reshaping, and behavioral consolidation.