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Forget catastrophic forgetting: inserting speech-specific layers into frozen text LLMs lets you build strong speech models without trashing your original text smarts.
Ditch the learning rate decay: LLMs pre-trained with a stable learning rate after warmup show superior adaptability and downstream performance after supervised fine-tuning compared to those trained with decay-based schedules.