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Why LLM fails (source)

ChatGPT o1 reasoning feasible outcome optimized by human

Claude Sonnet 3.5 illustration of solution (happens to be acceptable)

What if Emily arrived at the airport at 4:30

ChatGPT o1 OK at the first try

Sonnet 3.5 illustration (attention bias occurs. some constraints forgotten)

What if Emily arrived at the airport at 2:30

ChatGPT o1 reasoning feasible outcome optimized by human

Sonnet 3.5 illustration (attention bias occurs. some constraints forgotten)

What if Emily arrived at the airport at 2:30

Minimize the sum of waiting time at the airport and car driving time