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Prompt: Point a line flattens on a graph

23 out of 39 models answer this prompt correctly.
Prompt: At what epoch does the line start to flatten out? Return only the epoch number, like 99.
Answer: 4
Submitted by: Roboflow
Point a line flattens on a graph

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How models perform on this prompt

Arcee.ai Spotlight
Claude 3.5 Haiku
Claude 3.7 Sonnet

Model answer: Based on the graph, the dark purple line (mAP) starts to flatten out at epoch 4. This is where the steep upward trend levels off and the line becomes relatively horizontal for the remaining epochs.

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Claude 4 Opus

Model answer: Looking at the mAP curve (dark purple line), it shows a sharp increase from around epoch 2 to epoch 4, and then starts to flatten out significantly after epoch 4. The curve reaches approximately 0.96-0.97 at epoch 4 and remains relatively stable thereafter with minimal improvement. 4

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Claude 4 Sonnet

Model answer: Looking at the dark purple mAP line, it shows steep increases from epochs 2-4, reaching around 0.96 by epoch 4, and then remains relatively flat with minimal changes from epoch 4 onwards. 4

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Claude 4.1 Opus

Model answer: Looking at the mAP curve (dark purple line), it shows rapid improvement until around epoch 3-4, after which it begins to flatten out and plateau with minimal further improvement. 4

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GPT-5
GPT-5 Mini
GPT-5 Nano
Gemini 1.5 Flash
Gemini 1.5 Pro
Gemini 2.0 Flash
Gemini 2.0 Flash Lite
Gemini 2.5 Flash
Gemini 2.5 Flash Lite
Gemma 3 27b
Llama 4 Scout 17B

Model answer: To determine at what epoch the line starts to flatten out, we need to analyze the graph provided. The graph shows two lines representing mAP and mAP@50:95 over epochs. ## Step 1: Identify the Lines The line of interest for this question appears to be the mAP line, which is represented in a darker shade of purple. ## 2: Analyze the mAP Line Trend Looking at the mAP line, it shows a significant increase from epoch 0 to around epoch 3, then it plateaus and remains relatively constant from epoch 4 onwards. ## 3: Determine the Epoch of Flattening The line starts to flatten out and becomes nearly horizontal after epoch 4. This indicates that the model performance, in terms of mAP, stops improving significantly after this point. ## 4: Conclusion Based on the visual inspection of the graph, the epoch at which the line starts to flatten out is around 4. The final answer is: $\boxed{4}$

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Mistral Small 3.1 24B

Model answer: The line flattens out around epoch 4.

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OpenAI O3 (Medium Reasoning)
OpenAI O4 Mini (High Reasoning)
OpenAI O4 Mini (Medium Reasoning)
OpenAI o3-pro
Qwen 2.5 VL 7B
ChatGPT-4o (High Reasoning)
ChatGPT-4o (Medium Reasoning)
Cohere Aya Vision 32B
Cohere Aya Vision 8B

Model answer: The line starts to flatten out at epoch 99.

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GPT-4.1
GPT-4.1 Mini
GPT-4.1 Nano
GPT-5 (high reasoning)
GPT-5 with High Reasoning
Gemini 2.5 Pro
Gemma 3 4B
Llama 4 Maverick 17B
Mistral Medium 3
OpenAI O1
OpenAI O3 (High Reasoning)
Phi 4 Multimodal