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Prompt: Defect localization

26 out of 39 models answer this prompt correctly.
Prompt: Where is the defect in the product: top, left, bottom, right, or center? Return only the location, like left center.
Answer: top center
Submitted by: Roboflow
Defect localization

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How models perform on this prompt

Arcee.ai Spotlight

Model answer: top center

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ChatGPT-4o (High Reasoning)

Model answer: Top center

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ChatGPT-4o (Medium Reasoning)

Model answer: Top center

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Claude 3.7 Sonnet

Model answer: Based on the image, I can see what appears to be a small white mark or defect near the top edge of the gray panel/device. The defect is located at the top center of the product.

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Cohere Aya Vision 32B

Model answer: top center

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GPT-4.1

Model answer: Top center

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GPT-4.1 Mini

Model answer: top center

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GPT-5 (high reasoning)

Model answer: top center

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GPT-5 Mini

Model answer: top center

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GPT-5 with High Reasoning

Model answer: top center

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Gemini 1.5 Pro

Model answer: top center

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Gemini 2.0 Flash

Model answer: top center

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Gemini 2.0 Flash Lite

Model answer: top center

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Gemini 2.5 Flash

Model answer: top center

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Gemini 2.5 Flash Lite

Model answer: top center

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Gemini 2.5 Pro

Model answer: top center

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Gemma 3 27b

Model answer: top center

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Llama 4 Scout 17B

Model answer: top center

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Mistral Medium 3

Model answer: top center

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OpenAI O1

Model answer: top center

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OpenAI O3 (High Reasoning)

Model answer: top center

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OpenAI O3 (Medium Reasoning)

Model answer: top center

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OpenAI O4 Mini (High Reasoning)

Model answer: top center

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OpenAI O4 Mini (Medium Reasoning)

Model answer: top center

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OpenAI o3-pro

Model answer: top center

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Qwen 2.5 VL 7B

Model answer: top center

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Claude 3.5 Haiku

Model answer: bottom right

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Claude 4 Opus
Claude 4 Sonnet

Model answer: center

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Claude 4.1 Opus
Cohere Aya Vision 8B

Model answer: The defect in the product is located at the top left corner.

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GPT-4.1 Nano

Model answer: center

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GPT-5
GPT-5 Nano
Gemini 1.5 Flash

Model answer: Top left

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Gemma 3 4B

Model answer: top left

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Llama 4 Maverick 17B

Model answer: center top

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Mistral Small 3.1 24B

Model answer: top left

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Phi 4 Multimodal