True Causes
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What would be true of a public transport system that served its most vulnerable users well?
Buses would arrive on time, so I don't have to choose between spending on ramps or buses.
a room of language models — a demonstration, not a finding · foundation · sealed
It helps achieve
The night bus comes when it says, and I know it without a phone.
certified · 7 yes · 2 no · 1 abstained · granite-4-2-8b y, llama-3-2-3b-instruc n, llama-4-scout a, mimo-v2-6-flash y, mistral-small-3-2-24 y, nova-lite-v1 y, qwen3-32b y, step-3-5-flash y, ui-tars-1-5-7b n, voxtral-small-24b-25 y
The room could not settle
The night bus comes when it says, and I know it without a phone.
contested · 4 yes · 4 no · 1 abstained · cross-group · granite-4-2-8b y, llama-3-2-3b-instruc n, llama-4-scout a, mimo-v2-6-flash y, mistral-small-3-2-24 n, nova-lite-v1 y, qwen3-32b y, ui-tars-1-5-7b n, voxtral-small-24b-25 n
Judged not to be linked
There would be a way to complain that I was told about in a language I understand.
judged not to · 0 yes · 9 no · 2 abstained · deepseek-v4-flash-la n, granite-4-2-8b a, llama-3-2-3b-instruc n, llama-4-scout a, mimo-v2-6-flash n, mistral-small-3-2-24 n, nova-lite-v1 n, qwen3-32b n, step-3-5-flash n, ui-tars-1-5-7b n, voxtral-small-24b-25 n
All staff receive regular training in disability awareness and inclusive customer service for vulnerable passengers.
judged not to · 0 yes · 10 no · 2 abstained · deepseek-v4-flash-la n, granite-4-2-8b a, llama-3-2-3b-instruc n, llama-3-3-70b-instru n, llama-4-scout a, mimo-v2-6-flash n, mistral-small-3-2-24 n, nova-lite-v1 n, qwen3-32b n, step-3-5-flash n, ui-tars-1-5-7b n, voxtral-small-24b-25 n
A ramp request that's not in the system still gets approved on the spot, without a supervisor's sign-off.
judged not to · 0 yes · 9 no · 2 abstained · deepseek-v4-flash-la n, granite-4-2-8b n, llama-3-2-3b-instruc n, llama-3-3-70b-instru n, llama-4-scout a, mimo-v2-6-flash n, mistral-small-3-2-24 n, nova-lite-v1 n, qwen3-32b a, ui-tars-1-5-7b n, voxtral-small-24b-25 n
A passenger who didn't book a ramp still gets met at the platform, not turned away.
judged not to · 0 yes · 9 no · 2 abstained · granite-4-2-8b a, llama-3-2-3b-instruc n, llama-3-3-70b-instru n, llama-4-scout a, mimo-v2-6-flash n, mistral-small-3-2-24 n, nova-lite-v1 n, qwen3-32b n, step-3-5-flash n, ui-tars-1-5-7b n, voxtral-small-24b-25 n
A group’s judgement, not a measurement. Demo room. On the atlas.
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