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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 Sonnet | Claude 3 7 Sonnet | Claude 3.5 Haiku | Claude Opus 4.1 | 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 | GPT Oss 120b | GPT Oss 20b | O4 Mini | Glm 4.5 | Grok 3 Mini | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 16th 51.4% | 16th 51.4% | 25th 46.9% | 7th 58.7% | 9th 56.1% | 5th 59.3% | 27th 45.7% | 11th 54.9% | 28th 44.2% | 3rd 62.7% | 1st 65.7% | 20th 50.8% | 26th 46.1% | 18th 51.2% | 15th 51.8% | 8th 56.7% | 12th 53.3% | 13th 52.7% | 10th 55.2% | 21st 50.6% | 23rd 47.6% | 14th 52.7% | 22nd 49.4% | 24th 47.0% | 19th 51.2% | 4th 61.2% | 6th 59.2% | 2nd 62.8% | |
| 67.0% | 72% | 69% | 57% | 88% | 74% | 100% | 54% | 65% | 71% | 100% | 79% | 75% | 50% | 78% | 52% | 71% | 53% | 60% | 49% | 56% | 56% | 50% | 60% | 56% | 72% | 71% | 67% | 71% | |
| 23.4% | 29% | 24% | 24% | 24% | 24% | 24% | 19% | 24% | 21% | 21% | 24% | 24% | 19% | 14% | 24% | 24% | 24% | 17% | 19% | 14% | 24% | 19% | 19% | 24% | 28% | 43% | 37% | 24% | |
| 43.9% | 44% | 37% | 33% | 33% | 33% | 26% | 37% | 47% | 24% | 36% | 61% | 35% | 39% | 36% | 58% | 56% | 65% | 71% | 64% | 45% | 37% | 30% | 42% | 36% | 36% | 60% | 48% | 61% | |
| 47.4% | 45% | 54% | 43% | 54% | 46% | 50% | 42% | 51% | 45% | 49% | 45% | 46% | 42% | 46% | 45% | 52% | 50% | 49% | 41% | 46% | 44% | 50% | 50% | 42% | 58% | 44% | 46% | 52% | |
| 17.8% | 8% | 18% | 13% | 20% | 23% | 18% | 10% | 18% | 18% | 17% | 38% | 18% | 17% | 15% | 18% | 17% | 17% | 7% | 8% | 17% | 7% | 25% | 15% | 13% | 30% | 18% | 23% | 33% | |
| 50.0% | 48% | 47% | 43% | 50% | 62% | 53% | 35% | 53% | 10% | 67% | 72% | 45% | 43% | 42% | 44% | 50% | 43% | 55% | 55% | 43% | 43% | 62% | 47% | 39% | 34% | 63% | 75% | 78% | |
| 94.8% | 94% | 80% | 76% | 99% | 98% | 99% | 85% | 99% | 93% | 100% | 100% | 89% | 96% | 87% | 98% | 96% | 93% | 94% | 99% | 98% | 91% | 100% | 99% | 93% | 100% | 100% | 99% | 100% | |
| 75.4% | 79% | 75% | 84% | 80% | 76% | 88% | 71% | 82% | 74% | 88% | 88% | 64% | 75% | 76% | 75% | 72% | 84% | 76% | 79% | 74% | 73% | 70% | 56% | 72% | 61% | 81% | 72% | 65% | |
| 61.3% | 44% | 59% | 49% | 80% | 69% | 76% | 58% | 55% | 42% | 86% | 84% | 61% | 34% | 67% | 52% | 72% | 51% | 45% | 83% | 62% | 53% | 68% | 57% | 48% | 42% | 71% | 66% | 81% |