multabench/extended-text-cls-california-prices

BIN_TEXT_CALIFORNIA_PRICES

Part of MulTaBench, a benchmark for multimodal tabular learning.

Paper: MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image · Leaderboard: multabench/leaderboard

• Target: Sold_Price
• Rows: 37951
• Original source: https://www.openml.org/search?type=data&id=46669

Load the benchmark splits with multabench.load_split("BIN_TEXT_CALIFORNIA_PRICES", fold=0).

Column	Type
Address	string
Summary	string
Type	string
Year_built	float
Heating	string
Cooling	string
Parking	string
Lot	float
Bedrooms	string
Bathrooms	float
Full_bathrooms	float
Total_interior_livable_area	float
Total_spaces	float
Garage_spaces	float
Region	string
Elementary_School	string
Elementary_School_Score	float
Elementary_School_Distance	float
Middle_School	string
Middle_School_Score	float
Middle_School_Distance	float
High_School	string
High_School_Score	float
High_School_Distance	float
Flooring	string
Heating_features	string
Cooling_features	string
Appliances_included	string
Laundry_features	string
Parking_features	string
Tax_assessed_value	float
Annual_tax_amount	float
Listed_On	datetime
Listed_Price	float
Last_Sold_On	datetime
Last_Sold_Price	float
City	string
Zip	int
State	categorical
Sold_Price	string

Citation

@misc{arazi2026multabenchbenchmarkingmultimodaltabular,
  title={MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image},
  author={Alan Arazi and Eilam Shapira and Shoham Grunblat and Mor Ventura and Elad Hoffer and Gioia Blayer and David Holzmüller and Lennart Purucker and Gaël Varoquaux and Frank Hutter and Roi Reichart},
  year={2026},
  eprint={2605.10616},
  archivePrefix={arXiv},
  primaryClass={cs.LG},
  url={https://arxiv.org/abs/2605.10616},
}