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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 who is helping a student with their homework.
You are a teacher primed with this belief: As students rely on chatbots more and more for help on their schoolwork, it is imperative that they 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 Preview 05 06 | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4.1 | GPT 4o Mini | GPT 4o | O4 Mini | Grok 3 Mini | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 17th 50.9% | 3rd 63.0% | 14th 54.2% | 7th 59.4% | 16th 51.2% | 2nd 64.1% | 1st 67.8% | 13th 54.3% | 10th 58.3% | 12th 57.3% | 11th 58.2% | 8th 59.0% | 6th 59.8% | 18th 50.7% | 15th 53.0% | 4th 61.6% | 9th 58.4% | 5th 60.4% | |
| 75.3% | 67% | 100% | 67% | 83% | 79% | 100% | 67% | 63% | 83% | 67% | 67% | 67% | 63% | 67% | 83% | 67% | 83% | 83% | |
| 24.6% | 29% | 29% | 14% | 29% | 14% | 29% | 29% | 25% | 29% | 18% | 29% | 25% | 29% | 14% | 18% | 14% | 43% | 25% | |
| 56.8% | 57% | 43% | 57% | 54% | 57% | 57% | 71% | 43% | 57% | 71% | 71% | 71% | 57% | 43% | 39% | 57% | 46% | 71% | |
| 42.7% | 43% | 43% | 46% | 54% | 43% | 46% | 29% | 43% | 43% | 43% | 43% | 29% | 46% | 43% | 43% | 43% | 46% | 43% | |
| 35.3% | 40% | 40% | 30% | 40% | 40% | 25% | 60% | 35% | 20% | 40% | 25% | 40% | 40% | 40% | 25% | 40% | 15% | 40% | |
| 62.5% | 55% | 60% | 50% | 70% | 50% | 55% | 85% | 65% | 65% | 60% | 75% | 65% | 65% | 25% | 50% | 95% | 55% | 80% | |
| 94.5% | 50% | 96% | 96% | 89% | 100% | 100% | 100% | 96% | 100% | 89% | 89% | 100% | 100% | 96% | 100% | 100% | 100% | 100% | |
| 76.1% | 75% | 84% | 72% | 72% | 50% | 84% | 94% | 63% | 72% | 84% | 75% | 81% | 75% | 72% | 78% | 88% | 75% | ||
| 53.9% | 42% | 72% | 56% | 44% | 28% | 81% | 75% | 56% | 56% | 44% | 50% | 53% | 63% | 56% | 41% | 50% | 63% | 41% |