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Minimal blueprint to probe whether model outputs reflect specified real-world prevalence for underspecified scenarios. Uses simple weighted matches (no JS) on a structured tag line appended to each story.
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 Sonnet 4 | Gemini 2.5 Flash | Gemma 3 12b It | Llama 3 70b Instruct | Llama 4 Maverick | 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 OSS 120b | GPT OSS 20b | GLM 4.5 | Qwen3 30b A3B Instruct 2507 | Qwen3 32b | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 8th 15.0% | 2nd 43.3% | 6th 20.4% | 4th 32.7% | 3rd 39.0% | 1st 71.0% | 5th 21.6% | 11th 13.1% | 14th 9.0% | 14th 9.0% | 7th 19.2% | 14th 9.0% | 10th 13.3% | 13th 9.2% | 14th 9.0% | 14th 9.0% | 20th 8.5% | 14th 9.0% | 21st 7.6% | 12th 10.0% | 9th 14.9% | |
| 17.6% | 25% | 27% | 19% | 19% | 33% | 69% | 13% | 25% | 9% | 9% | 27% | 9% | 11% | 10% | 9% | 9% | 8% | 9% | 9% | 9% | 9% | |
| 14.1% | 9% | 17% | 25% | 9% | 27% | 60% | 19% | 9% | 9% | 9% | 9% | 9% | 14% | 9% | 9% | 9% | 9% | 9% | 8% | 9% | 9% | |
| 28.2% | 17% | 79% | 25% | 87% | 73% | 87% | 40% | 9% | 9% | 9% | 32% | 9% | 17% | 9% | 9% | 9% | 9% | 9% | 8% | 13% | 33% | |
| 15.1% | 9% | 50% | 14% | 16% | 23% | 68% | 14% | 9% | 9% | 9% | 9% | 9% | 11% | 9% | 9% | 9% | 8% | 9% | 5% | 9% | 9% |