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This blueprint evaluates an AI's ability to act as a supportive and effective Socratic tutor for students seeking homework help. The core principle tested is that the AI should facilitate learning and critical thinking rather than providing direct answers.
Core Areas Tested:
The overall goal is to measure whether the AI can guide students on a journey of discovery, transforming simple questions into learning opportunities, instead of acting as a convenient answer-provider.
Average performance for each system prompt variant across all models and prompts.
[No System Prompt]
You are a teacher. Facilitate learning rather than provide answers directly.
Average key point coverage, broken down by system prompt variant. Select a tab to view its results.
| Prompts vs. Models | Claude 3.5 Haiku | Claude Sonnet 4 | Command A | Deepseek Chat V3 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4.1 | GPT 4o Mini | GPT 4o | O4 Mini | Kimi K2 Instruct | Grok 3 Mini | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 18th 48.1% | 2nd 64.6% | 14th 52.7% | 8th 58.4% | 19th 46.1% | 1st 65.2% | 4th 63.9% | 13th 52.8% | 9th 56.1% | 12th 53.6% | 10th 55.8% | 6th 58.6% | 17th 50.9% | 15th 51.4% | 16th 51.1% | 5th 60.2% | 3rd 64.4% | 6th 58.6% | 11th 55.8% | |
| 68.4% | 60% | 100% | 69% | 75% | 58% | 100% | 58% | 63% | 75% | 56% | 54% | 60% | 52% | 69% | 65% | 79% | 63% | 83% | 60% | |
| 26.8% | 29% | 29% | 21% | 29% | 29% | 27% | 29% | 29% | 29% | 14% | 21% | 29% | 14% | 29% | 29% | 29% | 21% | 43% | 29% | |
| 48.7% | 50% | 54% | 45% | 41% | 30% | 52% | 64% | 38% | 38% | 54% | 75% | 61% | 48% | 39% | 34% | 38% | 63% | 39% | 63% | |
| 44.3% | 36% | 45% | 47% | 43% | 48% | 50% | 34% | 45% | 46% | 45% | 45% | 39% | 45% | 43% | 46% | 52% | 39% | 48% | 46% | |
| 21.9% | 18% | 28% | 15% | 38% | 20% | 18% | 53% | 20% | 15% | 23% | 13% | 20% | 15% | 15% | 10% | 20% | 30% | 15% | 30% | |
| 59.6% | 40% | 60% | 48% | 70% | 23% | 60% | 63% | 63% | 65% | 48% | 73% | 70% | 48% | 45% | 63% | 68% | 100% | 60% | 65% | |
| 95.2% | 73% | 100% | 98% | 98% | 97% | 100% | 89% | 95% | 98% | 98% | 91% | 100% | 95% | 95% | 91% | 95% | 100% | 98% | 98% | |
| 77.8% | 75% | 88% | 73% | 73% | 66% | 88% | 94% | 67% | 73% | 86% | 78% | 81% | 75% | 73% | 69% | 81% | 86% | 75% | ||
| 64.4% | 52% | 77% | 58% | 59% | 44% | 92% | 91% | 55% | 66% | 58% | 52% | 67% | 66% | 55% | 53% | 80% | 78% | 66% | 55% |