This leaderboard compares the performance of models in terms of world knowledge about zip codes.

Columns

1. State Match against United States - 2022: The fraction of zip codes that the model correctly identified the state for.
2. Avg Temp F Error against California - 2022: The mean absolute error of the model's average temperature prediction.
3. Correct Known For against United States - 2000: The fraction of zip codes that the model correctly identified the most well known thing about the zip code.