evaluate vision models

[BBC-Esq]

📊 Need To Test

• https://huggingface.co/LiquidAI/LFM2.5-VL-1.6B
• https://huggingface.co/AIDC-AI/Ovis2.5-2B
• https://huggingface.co/tencent/Youtu-VL-4B-Instruct
• https://huggingface.co/jinaai/jina-vlm
• https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512-BF16
• https://huggingface.co/mistralai/Ministral-3-3B-Instruct-2512
• https://huggingface.co/mistralai/Ministral-3-3B-Reasoning-2512
• https://huggingface.co/jinaai/jina-vlm
• https://huggingface.co/collections/nvidia/nvidia-egm
• https://huggingface.co/zai-org/GLM-4.6V-Flash
• https://huggingface.co/YannQi/R-4B
• https://huggingface.co/BytedanceDouyinContent/SAIL-VL2-2B-Thinking
• https://huggingface.co/ibm-granite/granite-vision-4.1-4b
• https://huggingface.co/nvidia/LocateAnything-3B

⭐ Exceptional (weighing quality versus compute requirements)

• https://huggingface.co/BytedanceDouyinContent/SAIL-VL2-2B
• https://huggingface.co/AIDC-AI/Ovis-U1-3B

✅ Good

• https://huggingface.co/internlm/CapRL-Qwen3VL-2B
• https://huggingface.co/internlm/CapRL-Qwen3VL-4B
• https://huggingface.co/collections/allenai/molmo2

❌ Unacceptable

• https://huggingface.co/zai-org/GLM-4.6V-Flash (too difficult to run)
• https://huggingface.co/LiAutoAD/Ristretto-3B (older based on Qwen2)
• https://huggingface.co/h2oai/h2ovl-mississippi-2b (outdated used awhile ago)