Training a vision encoder against a small surrogate made from a target LLM's early layers lets the encoder be grafted into the full LLM with no fine-tuning, matching some full-training results at roughly half the cost.
PIQA: Reasoning about Physical Commonsense in Natural Language
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Zero-Shot Vision Encoder Grafting via LLM Surrogates
Training a vision encoder against a small surrogate made from a target LLM's early layers lets the encoder be grafted into the full LLM with no fine-tuning, matching some full-training results at roughly half the cost.