Xi-Lin He

Training-Free Speech-Centric Omni Understanding with Frozen VLMs

Training-Free Omni is introduced, a plug-and-play framework that converts a frozen VLM into a speech-centric omni model without architectural modification, or multimodal re-alignment, and shows that strong speech-centric omni understanding can often be obtained through modular audio-to-language routing rather than cost...