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Yiwen Shao

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Preprint Jul 2026

Alignment Is All You Need: Instruction-Free Training for General Audio-Language Models

The results suggest that competitive MLLM can emerge from alignment alone, reducing multimodal extension to a lightweight projector-training problem that generalizes across modalities and adapts rapidly to each new LLM release.

Xuanru Zhou, Yiwen Shao, Jiahong Li et al. · 1 citation