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Tests whether models understand invisible disabilities (conditions not immediately apparent) and episodic/fluctuating disabilities (conditions that vary day-to-day).
Key finding: Up to 80% of disabilities are invisible. Conditions like ME/CFS, fibromyalgia, POTS, and mental health conditions face documented histories of dismissal and skepticism that may be reflected in training data.
Average key point coverage extent for each model across all prompts.
| Prompts vs. Models | Claude 3.7 Sonnet | Claude 3.5 Haiku | Claude Haiku 4.5 | Claude Opus 4.1 | Claude Opus 4.5 | Claude Sonnet 4 | Claude Sonnet 4.5 | Deepseek Chat V3.1 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Gemini 3 Pro Preview | Gemma 3 12b It | Gemma 3n E4b 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 5.2 | GPT OSS 120b | GPT OSS 20b | O4 Mini | GLM 4.5 | Qwen3 30b A3B Instruct 2507 | Qwen3 32b | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 29th 70.2% | 34th 59.4% | 25th 73.7% | 11th 84.4% | 15th 82.1% | 21st 79.0% | 4th 89.6% | 10th 84.7% | 1st 91.8% | 8th 85.6% | 7th 86.3% | 3rd 90.1% | 12th 83.7% | 31st 66.7% | 30th 69.4% | 26th 73.5% | 19th 79.7% | 31st 66.7% | 14th 82.2% | 24th 75.4% | 16th 81.1% | 28th 70.4% | 35th 57.4% | 27th 71.2% | 33rd 61.2% | 22nd 78.7% | 17th 80.8% | 13th 82.3% | 23rd 76.9% | 6th 86.7% | 2nd 90.5% | 20th 79.4% | 18th 79.8% | 5th 87.2% | 9th 85.5% | |
| 49.8% | 50% | 49% | 59% | 70% | 74% | 60% | 77% | 68% | 84% | 65% | 71% | 85% | 43% | 12% | 36% | 20% | 52% | 36% | 54% | 23% | 55% | 52% | 12% | 54% | 15% | 39% | 55% | 49% | 8% | 53% | 72% | 48% | 47% | 55% | 48% | |
| 74.7% | 54% | 47% | 53% | 75% | 80% | 51% | 77% | 87% | 77% | 78% | 87% | 81% | 79% | 77% | 77% | 71% | 79% | 84% | 74% | 74% | 80% | 76% | 76% | 72% | 78% | 77% | 79% | 79% | 74% | 83% | 78% | 68% | 82% | 83% | ||
| 57.6% | 39% | 34% | 55% | 77% | 46% | 60% | 74% | 57% | 76% | 56% | 74% | 62% | 72% | 66% | 64% | 70% | 45% | 35% | 47% | 52% | 40% | 48% | 41% | 46% | 47% | 59% | 42% | 74% | 62% | 73% | 65% | 60% | 58% | 79% | 68% | |
| 92.1% | 100% | 90% | 99% | 86% | 100% | 96% | 100% | 75% | 100% | 92% | 76% | 100% | 100% | 96% | 81% | 88% | 77% | 100% | 100% | 100% | 81% | 67% | 77% | 77% | 100% | 84% | 100% | 100% | 98% | 100% | 97% | 100% | 100% | 100% | ||
| 83.8% | 78% | 76% | 84% | 99% | 94% | 92% | 92% | 97% | 99% | 100% | 99% | 100% | 89% | 51% | 76% | 86% | 80% | 90% | 69% | 89% | 63% | 51% | 51% | 55% | 100% | 89% | 93% | 85% | 99% | 100% | 80% | 76% | 88% | 88% | ||
| 82.0% | 96% | 38% | 89% | 96% | 89% | 88% | 92% | 97% | 97% | 99% | 100% | 99% | 73% | 45% | 81% | 85% | 97% | 55% | 100% | 56% | 97% | 78% | 65% | 55% | 49% | 99% | 100% | 73% | 44% | 93% | 89% | 94% | 77% | 97% | 93% | |
| 70.1% | 68% | 65% | 55% | 72% | 68% | 69% | 74% | 72% | 73% | 71% | 76% | 76% | 78% | 60% | 62% | 72% | 65% | 74% | 55% | 72% | 65% | 57% | 75% | 54% | 70% | 79% | 81% | 75% | 82% | 77% | 73% | 85% | 75% | 68% | ||
| 93.0% | 88% | 72% | 100% | 88% | 100% | 100% | 100% | 100% | 100% | 99% | 99% | 99% | 100% | 99% | 96% | 100% | 89% | 100% | 92% | 97% | 78% | 80% | 85% | 76% | 76% | 95% | 87% | 98% | 87% | 99% | 100% | 99% | 96% | 97% | ||
| 75.4% | 74% | 59% | 59% | 71% | 56% | 70% | 100% | 85% | 92% | 85% | 74% | 77% | 77% | 66% | 97% | 66% | 64% | 74% | 86% | 86% | 71% | 71% | 64% | 76% | 74% | 62% | 75% | 88% | 69% | 81% | 99% | 70% | 77% | 71% | 83% | |
| 87.9% | 68% | 71% | 71% | 95% | 92% | 93% | 84% | 96% | 100% | 91% | 96% | 97% | 92% | 74% | 93% | 92% | 91% | 70% | 93% | 92% | 65% | 84% | 99% | 85% | 77% | 72% | 100% | 96% | 97% | 97% | 92% | 93% | 95% | 92% | ||
| 82.1% | 50% | 42% | 69% | 93% | 86% | 77% | 99% | 97% | 99% | 94% | 99% | 99% | 94% | 64% | 76% | 92% | 56% | 83% | 92% | 85% | 78% | 43% | 79% | 59% | 83% | 100% | 74% | 93% | 98% | 99% | 72% | 80% | 99% | 97% |