True Causes
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What would be true of a public transport system that served its most vulnerable users well?
Fares and top-up machines work every time, even when you’re rushing with no cash.
a room of language models — a demonstration, not a finding · sealed
Judged not to be linked
The system would allow real-time information about delays and disruptions in multiple languages, not just the ones they already speak.
judged not to · 0 yes · 9 no · 3 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 a, 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 · 9 no · 3 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 a, nova-lite-v1 n, qwen3-32b n, step-3-5-flash n, ui-tars-1-5-7b n, voxtral-small-24b-25 n
The night bus comes when it says, and I know it without a phone.
judged not to · 0 yes · 9 no · 3 abstained · deepseek-v4-flash-la n, granite-4-2-8b a, llama-3-2-3b-instruc a, 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
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
The system would know who needs help before they arrive, not when they're standing at the train.
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
Ramps would be available without needing to book them in advance.
judged not to · 0 yes · 9 no · 3 abstained · deepseek-v4-flash-la n, granite-4-2-8b a, llama-3-2-3b-instruc a, 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
The system would allow real-time information about delays and disruptions in multiple languages, not just the ones they already speak.
judged not to · 0 yes · 9 no · 3 abstained · deepseek-v4-flash-la n, granite-4-2-8b a, llama-3-2-3b-instruc a, 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
All staff receive regular training in disability awareness and inclusive customer service for vulnerable passengers.
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
The night bus comes when it says, and I know it without a phone.
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
The room certified no link on this claim.
A group’s judgement, not a measurement. Demo room. On the atlas.
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