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Prompt: Missing boxes on pallet

16 out of 41 models answer this prompt correctly.
Prompt: How many boxes are missing? Return only a number.
Answer: 1
Submitted by: Roboflow
Missing boxes on pallet

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How models perform on this prompt

Claude 3.5 Haiku
Claude 4 Sonnet

Model answer: Looking at this arrangement of boxes on what appears to be a wooden pallet, I can see this forms an incomplete rectangular structure. The boxes appear to be arranged in a 3×3×2 pattern (3 boxes long, 3 boxes wide, 2 boxes high), which would total 18 boxes when complete. Counting the visible boxes, I can see 16 boxes present. Therefore, 2 boxes are missing. **2**

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Cohere Aya Vision 32B
GPT-4.1 Mini

Model answer: {"answer": "1"}

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GPT-5

Model answer: {"answer": "1"}

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GPT-5 Nano

Model answer: {"answer": "1"}

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GPT-5.2

Model answer: {"answer":"1"}

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Gemini 2.5 Flash

Model answer: {"answer": "1"}

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Gemini 3 Flash

Model answer: {"answer": "1"}

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Gemini 3 Pro Preview

Model answer: {"answer": "1"}

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Llama 4 Scout 17B
Mistral Medium 3
OpenAI O3 (Medium Reasoning)

Model answer: {"answer":"1"}

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OpenAI O4 Mini (High Reasoning)

Model answer: {"answer": "1"}

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OpenAI O4 Mini (Medium Reasoning)

Model answer: {"answer": "1"}

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Qwen 2.5 VL 7B
Arcee.ai Spotlight
ChatGPT-4o (High Reasoning)

Model answer: {"answer": "3"}

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ChatGPT-4o (Medium Reasoning)

Model answer: {"answer": "3"}

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Claude 3.7 Sonnet

Model answer: Based on the image, there appears to be a pallet with cardboard boxes arranged in what seems to be an incomplete configuration. Looking at the arrangement, it appears that there are 2 boxes missing from what would otherwise be a complete rectangular arrangement on the pallet. The boxes are stacked in multiple layers with some shipping labels visible on a few of the boxes.

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Claude 4 Opus

Model answer: I can see a stack of cardboard boxes on a wooden pallet. The boxes appear to be arranged in a specific pattern, but without knowing what the complete or intended arrangement should be, I cannot determine how many boxes are "missing." The image shows what appears to be 6 boxes stacked on the pallet, but there's no reference to indicate what the full configuration should contain. Without additional context about the expected total number of boxes, I cannot provide a number for how many are missing.

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Claude 4.1 Opus

Model answer: I can see a stack of cardboard boxes on a wooden pallet. The boxes appear to be arranged in a pattern, but without knowing the intended complete configuration or having information about what the full arrangement should look like, I cannot determine how many boxes are missing. **0**

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Claude 4.6 Opus

Model answer: {"answer": "2"}

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Cohere Aya Vision 8B
GPT-4.1

Model answer: {"answer": "2"}

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GPT-4.1 Nano

Model answer: {"answer": 2}

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GPT-5 (high reasoning)

Model answer: {"answer": "2"}

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GPT-5 Mini

Model answer: {"answer": "2"}

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GPT-5.1

Model answer: {"answer": "3"}

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Gemini 2.0 Flash

Model answer: {"answer": "3"}

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Gemini 2.0 Flash Lite

Model answer: {"answer": "0"}

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Gemini 2.5 Flash Lite

Model answer: {"answer": "0"}

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Gemini 2.5 Pro

Model answer: { "answer": "2" }

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Gemini 3 Flash (Tools)

Model answer: {"answer": "4"}

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Gemma 3 27b
Gemma 3 4B
Llama 4 Maverick 17B
Mistral Small 3.1 24B

Model answer: 0 ```

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OpenAI O1

Model answer: {"answer": "3"}

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OpenAI O3 (High Reasoning)

Model answer: {"answer": "2"}

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Phi 4 Multimodal