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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 Opus 4 | Claude Sonnet 4 | Command A | Deepseek Chat V3 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Llama 3 70b Instruct | Llama 4 Maverick | Meta Llama 3.1 405b Instruct Turbo | 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 | 22nd 49.0% | 8th 58.2% | 6th 60.1% | 17th 52.0% | 4th 61.7% | 23rd 46.6% | 2nd 64.0% | 1st 68.4% | 21st 49.7% | 14th 53.9% | 19th 50.8% | 16th 53.3% | 13th 54.3% | 12th 55.4% | 11th 55.8% | 5th 60.3% | 15th 53.8% | 20th 50.2% | 18th 51.8% | 10th 56.3% | 3rd 62.0% | 7th 58.3% | 9th 57.3% | |
| 71.3% | 67% | 77% | 83% | 58% | 94% | 71% | 100% | 94% | 65% | 58% | 75% | 71% | 73% | 58% | 58% | 58% | 60% | 60% | 69% | 79% | 71% | 65% | 75% | |
| 26.9% | 29% | 29% | 29% | 21% | 29% | 29% | 27% | 29% | 29% | 14% | 20% | 29% | 21% | 30% | 23% | 29% | 21% | 14% | 29% | 29% | 41% | 39% | 29% | |
| 46.2% | 43% | 36% | 30% | 23% | 48% | 34% | 45% | 59% | 36% | 57% | 29% | 45% | 52% | 55% | 75% | 71% | 46% | 48% | 36% | 29% | 57% | 61% | 47% | |
| 45.3% | 39% | 48% | 43% | 48% | 57% | 48% | 48% | 39% | 43% | 45% | 45% | 45% | 50% | 41% | 47% | 38% | 47% | 45% | 32% | 50% | 48% | 48% | 48% | |
| 21.6% | 18% | 28% | 30% | 20% | 30% | 20% | 18% | 45% | 15% | 18% | 15% | 18% | 15% | 23% | 18% | 20% | 18% | 18% | 25% | 15% | 18% | 18% | 33% | |
| 56.4% | 48% | 58% | 63% | 58% | 65% | 25% | 60% | 73% | 35% | 50% | 50% | 53% | 50% | 58% | 65% | 65% | 63% | 38% | 63% | 50% | 75% | 63% | 70% | |
| 95.8% | 77% | 100% | 100% | 98% | 98% | 89% | 98% | 98% | 95% | 84% | 91% | 96% | 98% | 100% | 95% | 98% | 96% | 98% | 98% | 97% | 100% | 100% | 100% | |
| 75.8% | 70% | 73% | 83% | 73% | 75% | 64% | 88% | 88% | 63% | 75% | 73% | 73% | 77% | 86% | 77% | 78% | 70% | 72% | 70% | 88% | 81% | 70% | ||
| 63.7% | 50% | 75% | 80% | 69% | 59% | 39% | 92% | 91% | 66% | 84% | 59% | 50% | 53% | 48% | 44% | 86% | 63% | 59% | 44% | 70% | 67% | 61% | 56% |