Datasets › OrdinalDataset

OrdinalDataset (Ordinal Encoding Data set)

Introduced by Mehdi Bahrami et al. in BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML1 Jun 2022 archive 2025-07-28

It includes 10 data sets that consists of both raw data set and encoded data set where it is encoded through BERT-Sort Encoder with MLM initialization of .

In each data set folder, there are original files and encoded data sets with 4 different MLMs. For instance, bank/bank.csv is the original file for raw data set and bank/bank.csv_bs__roberta.csv is encoded raw data set with BERT-Sort Encoder which is initiated with RoBERTa MLM. Both raw and encoded data sets have been used to evaluate the proposed approach in 5 AutoML platforms.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
AutoML OrdinalDataset Zero-shot-BERT-SORT 1:1 Accuracy +55% BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal... marscod/BERT-Sort 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML 1 1 1 Jun 2022 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT License

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • OrdinalDataset

1 variant name, as the archive lists them.

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