Definitions

Income (\( I\)) Relative Icome (\( RI\)) Difference (\( Diff\)) Normalized Difference (\( NormDiff\))
\( I_{ ext{region/LLM}} \): Average income per habitat for a region predicted by the LLM. \( RI_{ ext{LLM}} \): Relative income predicted by the LLM. \( Diff_{ ext{I}} \): \( I_{ ext{region/Eurostat}} \) - \( I_{ ext{region/LLM}} \) \( NormDiff_{ ext{I}} \): (\( I_{ ext{region/Eurostat}} \) - \( I_{ ext{region/LLM}} \)) / \( I_{ ext{country/Eurostat}} \)
\( I_{ ext{region/Eurostat}} \): Ground truth average income per habitat for a region from Eurostat. \( RI_{ ext{Eurostat}} \): \( I_{ ext{region/Eurostat}} \) - \( I_{ ext{country/Eurostat}} \) \( Diff_{ ext{RI}} \): \( RI_{ ext{LLM}} \) - \( RI_{ ext{Eurostat}} \) \( NormDiff_{ ext{RI}} \): (\( RI_{ ext{LLM}} \) - \( RI_{ ext{Eurostat}} \)) / \( I_{ ext{country/Eurostat}} \)
\( I_{ ext{country/Eurostat}} \): Ground truth average income per habitat for a country from Eurostat.

LLM Visualization Index

Age_Index

Graph TypeLlama-3.1-70B-InstructLlama-3.1-8B-InstructMistral-7B-Instruct-v0.3Mistral-Small-24B-Instruct-2501Qwen2.5-14B-InstructQwen2.5-32B-InstructQwen2.5-7B-Instruct
average_logprobs_age_index_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
barplot_logprobs_age_index_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
bivariate_maps_age_index_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
error_maps_age_index_nuts_2 absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain
pearson_correlation_age_index_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative

Income

Graph TypeLlama-3.1-70B-InstructLlama-3.1-8B-InstructMistral-7B-Instruct-v0.3Mistral-Small-24B-Instruct-2501Qwen2.5-14B-InstructQwen2.5-32B-InstructQwen2.5-7B-Instruct
average_logprobs_income_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
barplot_logprobs_income_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
bivariate_maps_income_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
error_maps_income_nuts_2 absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain
pearson_correlation_income_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative

Pop_Density

Graph TypeLlama-3.1-70B-InstructLlama-3.1-8B-InstructMistral-7B-Instruct-v0.3Mistral-Small-24B-Instruct-2501Qwen2.5-14B-InstructQwen2.5-32B-InstructQwen2.5-7B-Instruct
average_logprobs_pop_density_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
barplot_logprobs_pop_density_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
bivariate_maps_pop_density_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
error_maps_pop_density_nuts_2 absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain
pearson_correlation_pop_density_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative

Poverty

Graph TypeLlama-3.1-70B-InstructLlama-3.1-8B-InstructMistral-7B-Instruct-v0.3Mistral-Small-24B-Instruct-2501Qwen2.5-14B-InstructQwen2.5-32B-InstructQwen2.5-7B-Instruct
average_logprobs_poverty_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
barplot_logprobs_poverty_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
bivariate_maps_poverty_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative
error_maps_poverty_nuts_2 absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain absolute / absolute_France / absolute_Germany / absolute_Italy / absolute_Spain / relative / relative_France / relative_Germany / relative_Italy / relative_Spain
pearson_correlation_poverty_nuts_2 absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative absolute / relative