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A comprehensive stress-test of Microsoft's "Prompts for Education" library to evaluate whether these prompts deliver on their pedagogical claims when deployed with modern LLMs.
Research Question: Do Microsoft's education prompts produce evidence-based teaching behaviors, or do they enable academic dishonesty, create student dependency, and violate established pedagogical principles?
Source Material: Microsoft Prompts for Education Repository
Testing Methodology:
Each Microsoft prompt is tested in two deployment modes:
Evaluation Criteria:
We test whether these prompts achieve their stated goals while maintaining:
Key Findings to Test:
Critical Context:
Microsoft presents these prompts as effective educational tools aligned with their Responsible AI principles (Fairness, Reliability, Safety, Inclusiveness, Transparency, Accountability). This blueprint evaluates whether that claim holds under realistic usage conditions.
Average key point coverage extent for each model across all prompts.
| Prompts vs. Models | Claude 3.5 Sonnet | Claude 3.7 Sonnet | Claude 3.5 Haiku | Claude Haiku 4.5 | Claude Opus 4.1 | Claude Sonnet 4 | Claude Sonnet 4.5 | Deepseek Chat V3.1 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Gemma 3 12b It | Llama 3 70b Instruct | Llama 4 Maverick | Meta Llama 3.1 405b Instruct Turbo | Mistral Large 2411 | Mistral Medium 3 | Mistral Nemo | GPT 4.1 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4o | GPT 4o Mini | GPT 5 | GPT OSS 120b | GPT OSS 20b | O4 Mini | GLM 4.5 | Qwen3 30b A3B Instruct 2507 | Qwen3 32b | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 7th 84.0% | 19th 75.2% | 1st 87.3% | 5th 85.0% | 4th 85.5% | 2nd 87.2% | 3rd 86.2% | 17th 75.8% | 26th 67.0% | 6th 84.1% | 21st 74.1% | 13th 77.9% | 22nd 72.0% | 11th 79.1% | 24th 70.2% | 16th 76.0% | 15th 76.7% | 31st 55.1% | 20th 74.6% | 8th 83.6% | 30th 59.7% | 22nd 72.0% | 12th 78.0% | 18th 75.2% | 28th 65.7% | 25th 67.5% | 10th 80.1% | 27th 66.8% | 29th 62.8% | 32nd 54.5% | 9th 80.2% | 14th 76.8% | |
| 84.6% | 91% | 93% | 79% | 86% | 80% | 91% | 86% | 93% | 79% | 100% | 84% | 93% | 74% | 86% | 79% | 100% | 79% | 85% | 79% | 86% | 86% | 81% | 83% | 67% | 71% | 74% | 86% | 100% | 93% | 93% | 83% | 67% | |
| 82.7% | 84% | 77% | 100% | 83% | 86% | 80% | 88% | 75% | 90% | 81% | 71% | 84% | 88% | 78% | 83% | 85% | 94% | 81% | 86% | 96% | 84% | 80% | 80% | 81% | 92% | 36% | 78% | 77% | 80% | 94% | 80% | 94% | |
| 78.4% | 86% | 88% | 90% | 91% | 91% | 95% | 82% | 67% | 72% | 97% | 62% | 88% | 80% | 86% | 62% | 71% | 83% | 73% | 73% | 86% | 63% | 63% | 86% | 96% | 78% | 73% | 76% | 63% | 97% | 61% | 59% | 70% | |
| 96.7% | 98% | 100% | 100% | 97% | 100% | 100% | 100% | 100% | 95% | 100% | 100% | 86% | 98% | 91% | 100% | 100% | 91% | 100% | 100% | 100% | 73% | 100% | 100% | 100% | 97% | 93% | 98% | 95% | 95% | 90% | 100% | 97% | |
| 79.8% | 91% | 96% | 86% | 80% | 89% | 96% | 86% | 88% | 91% | 93% | 88% | 97% | 64% | 60% | 64% | 88% | 100% | 0% | 91% | 81% | 14% | 97% | 82% | 88% | 51% | 57% | 90% | 100% | 91% | 66% | 96% | 93% | |
| 82.4% | 87% | 81% | 89% | 90% | 86% | 96% | 89% | 90% | 100% | 88% | 95% | 97% | 55% | 58% | 68% | 100% | 92% | 0% | 92% | 97% | 64% | 67% | 85% | 94% | 67% | 67% | 67% | 100% | 100% | 88% | 100% | 89% | |
| 70.5% | 88% | 100% | 92% | 75% | 100% | 83% | 91% | 100% | 92% | 100% | 88% | 34% | 63% | 100% | 63% | 70% | 61% | 0% | 0% | 77% | 17% | 75% | 20% | 0% | 67% | 67% | 78% | 91% | 92% | 78% | 100% | 95% | |
| 92.3% | 86% | 79% | 100% | 80% | 100% | 100% | 90% | 93% | 83% | 80% | 90% | 81% | 100% | 86% | 96% | 96% | 100% | 100% | 100% | 96% | 96% | 98% | 100% | 100% | 86% | 81% | 100% | 90% | 85% | 83% | 100% | 100% | |
| 67.4% | 83% | 80% | 75% | 100% | 72% | 67% | 72% | 83% | 42% | 72% | 100% | 89% | 69% | 58% | 33% | 67% | 75% | 50% | 67% | 67% | 67% | 72% | 42% | 72% | 58% | 67% | 50% | 67% | 42% | 50% | 98% | 50% | |
| 58.6% | 60% | 60% | 59% | 60% | 60% | 60% | 78% | 66% | 40% | 60% | 60% | 60% | 60% | 66% | 60% | 46% | 60% | 60% | 60% | 60% | 40% | 63% | 60% | 60% | 56% | 60% | 60% | 60% | 60% | 16% | 86% | 60% | |
| 95.0% | 98% | 96% | 100% | 92% | 100% | 99% | 98% | 97% | 78% | 96% | 98% | 95% | 96% | 100% | 100% | 98% | 100% | 67% | 98% | 100% | 98% | 96% | 98% | 100% | 64% | 96% | 92% | 96% | 97% | 98% | 98% | 100% | |
| 42.7% | 31% | 30% | 41% | 43% | 35% | 70% | 44% | 30% | 31% | 84% | 34% | 81% | 31% | 55% | 36% | 42% | 48% | 45% | 37% | 38% | 37% | 34% | 42% | 39% | 35% | 47% | 85% | 23% | 31% | 35% | 30% | 42% | |
| 60.6% | 59% | 59% | 71% | 60% | 60% | 71% | 64% | 64% | 57% | 58% | 64% | 57% | 60% | 60% | 64% | 71% | 59% | 65% | 59% | 60% | 66% | 58% | 59% | 51% | 50% | 50% | 53% | 60% | 71% | 54% | 65% | 60% | |
| 72.6% | 97% | 20% | 84% | 97% | 97% | 100% | 97% | 100% | 41% | 81% | 74% | 29% | 97% | 100% | 95% | 83% | 84% | 10% | 95% | 85% | 23% | 97% | 97% | 97% | 86% | 62% | 97% | 5% | 2% | 14% | 83% | 95% | |
| 81.9% | 97% | 100% | 100% | 100% | 97% | 100% | 100% | 94% | 14% | 86% | 97% | 77% | 97% | 97% | 94% | 100% | 100% | 18% | 89% | 100% | 92% | 97% | 100% | 70% | 97% | 95% | 100% | 5% | 17% | 0% | 91% | 100% | |
| 75.7% | 77% | 77% | 100% | 77% | 79% | 71% | 80% | 73% | 85% | 51% | 58% | 71% | 76% | 86% | 76% | 97% | 89% | 100% | 79% | 75% | 93% | 79% | 100% | 58% | 38% | 74% | 63% | 65% | 72% | 92% | 58% | 55% | |
| 74.7% | 74% | 67% | 86% | 79% | 83% | 57% | 74% | 71% | 96% | 67% | 71% | 67% | 79% | 71% | 79% | 74% | 87% | 79% | 77% | 86% | 81% | 60% | 81% | 67% | 71% | 64% | 71% | 71% | 77% | 86% | 67% | 69% | |
| 50.2% | 86% | 76% | 86% | 97% | 86% | 100% | 92% | 3% | 4% | 69% | 15% | 56% | 13% | 43% | 27% | 11% | 9% | 6% | 83% | 72% | 61% | 17% | 76% | 65% | 81% | 9% | 78% | 6% | 14% | 0% | 90% | 76% | |
| 44.7% | 100% | 0% | 100% | 100% | 100% | 100% | 100% | 5% | 5% | 100% | 3% | 96% | 16% | 100% | 6% | 0% | 1% | 0% | 0% | 100% | 4% | 0% | 100% | 84% | 0% | 90% | 100% | 1% | 1% | 1% | 8% | 10% | |
| 84.9% | 90% | 91% | 90% | 100% | 97% | 100% | 97% | 97% | 100% | 100% | 96% | 95% | 85% | 86% | 91% | 97% | 90% | 98% | 95% | 91% | 51% | 91% | 86% | 88% | 53% | 72% | 66% | 100% | 20% | 14% | 90% | 100% | |
| 81.1% | 92% | 94% | 97% | 94% | 92% | 92% | 94% | 89% | 94% | 97% | 93% | 97% | 97% | 81% | 92% | 83% | 90% | 98% | 82% | 92% | 17% | 67% | 50% | 88% | 58% | 50% | 85% | 100% | 74% | 2% | 92% | 73% | |
| 89.6% | 94% | 90% | 95% | 90% | 90% | 90% | 94% | 90% | 85% | 90% | 90% | 83% | 85% | 93% | 76% | 93% | 95% | 78% | 100% | 95% | 86% | 91% | 89% | 90% | 90% | 100% | 90% | 95% | 71% | 84% | 90% | 95% |