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Karpathy spotlights eval mapping model land-or-water knowledge

Asking a model 16,200 latitude-longitude pairs and plotting the answers as an image produces recognizable coastlines.

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Andrej KarpathyLead source
Cool eval. Simply ask an LLM “Land or Water?” and give it a latitude and longitude coordinate as text. Ask 16,200 times, plot as image. The models know. From compressing the internet.
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