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Tests whether models correctly frame accessibility and accommodations as rights and equity measures rather than special treatment, favors, or burdens. Also tests proactive accessibility.
Key finding: Training data skews toward employer/HR perspective. Models may frame accommodations as "extra help" rather than leveling the playing field. Job Accommodation Network data shows 61% of accommodations cost $0.
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 | 25th 68.9% | 33rd 62.5% | 26th 68.7% | 10th 80.8% | 27th 68.6% | 18th 76.6% | 19th 76.2% | 23rd 71.5% | 20th 73.0% | 12th 79.8% | 13th 79.7% | 5th 84.5% | 14th 79.5% | 36th 57.0% | 30th 65.2% | 28th 68.2% | 22nd 72.6% | 24th 68.9% | 21st 72.8% | 31st 63.5% | 11th 80.3% | 29th 65.4% | 35th 58.3% | 32nd 63.2% | 34th 61.5% | 1st 87.3% | 4th 85.2% | 6th 84.3% | 9th 80.9% | 3rd 86.0% | 7th 83.0% | 17th 76.7% | 15th 78.4% | 16th 77.2% | 8th 81.8% | 2nd 86.7% | |
| 90.7% | 83% | 59% | 88% | 84% | 71% | 99% | 91% | 92% | 100% | 83% | 99% | 99% | 96% | 78% | 96% | 87% | 90% | 92% | 98% | 80% | 97% | 84% | 82% | 88% | 88% | 98% | 100% | 100% | 97% | 97% | 96% | 92% | 93% | 97% | 99% | 96% | |
| 72.4% | 64% | 81% | 68% | 100% | 69% | 88% | 89% | 68% | 80% | 81% | 98% | 99% | 85% | 53% | 73% | 78% | 37% | 63% | 38% | 78% | 61% | 49% | 46% | 50% | 81% | 80% | 81% | 73% | 74% | 86% | 60% | 78% | 56% | 78% | 97% | ||
| 66.1% | 76% | 35% | 56% | 72% | 97% | 73% | 85% | 62% | 70% | 88% | 99% | 99% | 71% | 56% | 64% | 50% | 57% | 46% | 70% | 51% | 92% | 55% | 18% | 49% | 41% | 88% | 75% | 40% | 65% | 61% | 83% | 53% | 74% | 53% | 83% | 81% | |
| 98.2% | 100% | 99% | 100% | 100% | 87% | 100% | 96% | 100% | 100% | 100% | 96% | 100% | 96% | 88% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 96% | 100% | 96% | 92% | 99% | 100% | 96% | 96% | 100% | 100% | 100% | |
| 71.1% | 74% | 72% | 72% | 97% | 94% | 78% | 98% | 75% | 73% | 72% | 71% | 85% | 69% | 3% | 75% | 71% | 74% | 73% | 74% | 20% | 75% | 62% | 43% | 71% | 53% | 96% | 67% | 99% | 78% | 86% | 80% | 75% | 46% | 74% | 75% | 66% | |
| 83.5% | 82% | 78% | 83% | 88% | 64% | 84% | 92% | 88% | 84% | 89% | 87% | 99% | 84% | 85% | 81% | 78% | 70% | 86% | 81% | 88% | 79% | 81% | 76% | 71% | 86% | 86% | 83% | 85% | 91% | 95% | 90% | 84% | 84% | 84% | 83% | ||
| 82.9% | 82% | 61% | 90% | 92% | 79% | 90% | 80% | 75% | 75% | 68% | 83% | 95% | 100% | 73% | 74% | 66% | 81% | 94% | 61% | 90% | 83% | 73% | 60% | 72% | 89% | 87% | 100% | 82% | 88% | 100% | 80% | 93% | 95% | 99% | 97% | ||
| 95.3% | 100% | 87% | 95% | 100% | 99% | 96% | 100% | 100% | 100% | 100% | 100% | 99% | 100% | 91% | 97% | 84% | 89% | 100% | 82% | 100% | 99% | 95% | 79% | 65% | 100% | 100% | 100% | 94% | 100% | 100% | 93% | 100% | 100% | 100% | 96% | ||
| 78.4% | 70% | 59% | 69% | 75% | 75% | 97% | 70% | 75% | 74% | 75% | 100% | 97% | 99% | 71% | 85% | 83% | 85% | 91% | 67% | 67% | 74% | 61% | 68% | 60% | 61% | 74% | 72% | 74% | 86% | 100% | 99% | 80% | 91% | 69% | 81% | 96% | |
| 29.5% | 1% | 2% | 3% | 22% | 2% | 2% | 3% | 14% | 8% | 52% | 6% | 15% | 27% | 3% | 1% | 0% | 27% | 41% | 18% | 55% | 37% | 3% | 2% | 25% | 25% | 76% | 82% | 74% | 68% | 75% | 28% | 62% | 46% | 61% | 44% | 60% |