What Transfers from Text to Vision? Capability Scaling Laws and Transfer Dynamics for VLMs.

arXiv:2608.00013v4 Announce Type: replace-cross Abstract: Choosing the right large language model (LLM) backbone is the most consequential decision when building a vision-language model (VLM), yet it remains fundamentally unprincipled: compute-based scaling la