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Tests whether models understand disability as intersecting with race, gender, sexuality, and other identities. Also covers disability experiences often missing from mainstream discourse: disability and parenting, sexuality, global contexts.
Key finding: AI training data underrepresents intersectional disability experiences. Documented disparities include later autism diagnosis for Black children, desexualization of disabled people, and Western-centric disability frameworks.
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 | Apertus V1.5 70b | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 15th 76.5% | 36th 55.4% | 27th 68.6% | 17th 75.4% | 8th 83.3% | 22nd 73.5% | 20th 74.6% | 3rd 88.0% | 5th 85.1% | 16th 75.5% | 7th 84.1% | 1st 90.8% | 28th 68.3% | 33rd 60.6% | 12th 78.5% | 29th 66.6% | 26th 69.0% | 31st 64.6% | 19th 74.6% | 32nd 63.2% | 9th 83.0% | 30th 65.3% | 34th 58.4% | 23rd 71.6% | 34th 58.4% | 6th 85.0% | 10th 80.6% | 25th 71.2% | 24th 71.4% | 14th 77.9% | 11th 79.4% | 18th 75.1% | 21st 74.2% | 13th 78.0% | 4th 86.6% | 2nd 89.0% | |
| 98.6% | 98% | 95% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 98% | 99% | 100% | 100% | 100% | 98% | 97% | 98% | 100% | 100% | 96% | 97% | 100% | 100% | 88% | 98% | 100% | 97% | 97% | 100% | 100% | 98% | 100% | 99% | 100% | 100% | |
| 76.7% | 73% | 48% | 67% | 73% | 77% | 80% | 82% | 93% | 93% | 86% | 100% | 99% | 87% | 72% | 66% | 52% | 50% | 52% | 93% | 56% | 77% | 51% | 42% | 56% | 62% | 84% | 83% | 92% | 92% | 90% | 94% | 92% | 83% | 78% | 99% | 94% | |
| 92.3% | 96% | 51% | 96% | 97% | 94% | 96% | 97% | 100% | 99% | 98% | 100% | 98% | 98% | 81% | 100% | 82% | 75% | 96% | 98% | 95% | 95% | 100% | 68% | 100% | 100% | 96% | 96% | 48% | 100% | 97% | 100% | 96% | 97% | 98% | 96% | 95% | |
| 43.8% | 63% | 2% | 60% | 64% | 82% | 70% | 65% | 82% | 55% | 36% | 51% | 72% | 19% | 26% | 60% | 30% | 58% | 28% | 42% | 27% | 56% | 14% | 5% | 10% | 13% | 46% | 68% | 25% | 20% | 27% | 64% | 22% | 24% | 65% | 66% | 64% | |
| 83.0% | 92% | 50% | 85% | 85% | 72% | 83% | 94% | 65% | 80% | 93% | 93% | 82% | 84% | 65% | 92% | 74% | 94% | 82% | 94% | 72% | 86% | 76% | 83% | 87% | 77% | 96% | 96% | 93% | 87% | 80% | 93% | 78% | 76% | 82% | 87% | 90% | |
| 74.0% | 72% | 65% | 52% | 73% | 95% | 71% | 71% | 98% | 90% | 76% | 90% | 97% | 53% | 51% | 71% | 73% | 52% | 42% | 60% | 53% | 93% | 68% | 53% | 78% | 35% | 96% | 84% | 76% | 60% | 96% | 90% | 81% | 92% | 73% | 91% | 99% | |
| 81.7% | 74% | 67% | 77% | 74% | 74% | 74% | 75% | 100% | 91% | 74% | 75% | 96% | 73% | 60% | 72% | 71% | 68% | 75% | 92% | 74% | 100% | 79% | 78% | 74% | 67% | 97% | 99% | 99% | 94% | 97% | 72% | 99% | 79% | 92% | 88% | 100% | |
| 66.4% | 63% | 59% | 67% | 67% | 69% | 67% | 67% | 67% | 65% | 66% | 66% | 68% | 66% | 68% | 63% | 63% | 64% | 67% | 67% | 67% | 67% | 67% | 63% | 65% | 67% | 63% | 67% | 67% | 64% | 69% | 64% | 67% | 70% | 77% | 74% | 69% | |
| 29.5% | 40% | 31% | 0% | 25% | 61% | 4% | 0% | 70% | 73% | 30% | 63% | 92% | 18% | 2% | 20% | 52% | 34% | 18% | 5% | 51% | 0% | 0% | 40% | 5% | 69% | 15% | 14% | 13% | 8% | 7% | 14% | 4% | 22% | 66% | 71% | ||
| 97.9% | 100% | 79% | 100% | 100% | 98% | 95% | 100% | 98% | 100% | 99% | 100% | 100% | 100% | 93% | 91% | 100% | 98% | 97% | 100% | 97% | 100% | 100% | 100% | 98% | 94% | 96% | 98% | 100% | 100% | 98% | 100% | 100% | 100% | 100% | 98% | 100% |