Each captioner produces a description of the image; qwen3-30b-instruct then answers the VQA question text-only from the description. The original lmms-eval task prompt and metric are preserved verbatim. 12 VQA-style tasks × 300 random samples each (seed=0). Sorted by Avg by default.