It fails on any edge case, like all other VLMs. The last time a vision model succeeded at reading analog clocks, a notoriously difficult task, it was revealed they trained on nearly 1 million artificial clock images[0] to make it work. In a similar vein, I have encountered no model that could read for example a D20 correctly.[1]

It could probably identify extra limbs in your pictures if you too made a million example images to train it on, but until then it will keep failing. And of course you'll get to keep making millions more example images for every other issue you run into.

[0] https://huggingface.co/datasets/allenai/pixmo-clocks

[1] https://files.catbox.moe/ocbr35.jpg

I can't tell which number is up either since it's on a white background, am I an LLM?