OrdinalDataset (Ordinal Encoding Data set)
Introduced by Bahrami et al. in BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML
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
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OrdinalDataset
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Zero-shot-BERT-SORT
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Papers
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