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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 49.0% | 6th 60.1% | 15th 52.0% | 4th 61.7% | 19th 46.6% | 2nd 64.0% | 1st 68.4% | 14th 53.3% | 12th 54.3% | 11th 55.4% | 10th 55.8% | 5th 60.3% | 13th 53.8% | 17th 50.2% | 16th 51.8% | 9th 56.3% | 3rd 62.0% | 7th 58.3% | 8th 57.3% | |
| 71.8% | 67% | 83% | 58% | 94% | 71% | 100% | 94% | 71% | 73% | 58% | 58% | 58% | 60% | 60% | 69% | 79% | 71% | 65% | 75% | |
| 27.7% | 29% | 29% | 21% | 29% | 29% | 27% | 29% | 29% | 21% | 30% | 23% | 29% | 21% | 14% | 29% | 29% | 41% | 39% | 29% | |
| 47.6% | 43% | 30% | 23% | 48% | 34% | 45% | 59% | 45% | 52% | 55% | 75% | 71% | 46% | 48% | 36% | 29% | 57% | 61% | 47% | |
| 45.3% | 39% | 43% | 48% | 57% | 48% | 48% | 39% | 45% | 50% | 41% | 47% | 38% | 47% | 45% | 32% | 50% | 48% | 48% | 48% | |
| 22.1% | 18% | 30% | 20% | 30% | 20% | 18% | 45% | 18% | 15% | 23% | 18% | 20% | 18% | 18% | 25% | 15% | 18% | 18% | 33% | |
| 58.2% | 48% | 63% | 58% | 65% | 25% | 60% | 73% | 53% | 50% | 58% | 65% | 65% | 63% | 38% | 63% | 50% | 75% | 63% | 70% | |
| 96.5% | 77% | 100% | 98% | 98% | 89% | 98% | 98% | 96% | 98% | 100% | 95% | 98% | 96% | 98% | 98% | 97% | 100% | 100% | 100% | |
| 76.8% | 70% | 83% | 73% | 75% | 64% | 88% | 88% | 73% | 77% | 86% | 77% | 78% | 70% | 72% | 70% | 88% | 81% | 70% | ||
| 62.2% | 50% | 80% | 69% | 59% | 39% | 92% | 91% | 50% | 53% | 48% | 44% | 86% | 63% | 59% | 44% | 70% | 67% | 61% | 56% |