datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
command-r-k2.5commandr-plus-analysiscommandr-analysiscommand_r_plus_classifications_multi_humancmbs-special-servicing-transfer
CMBS Special-Servicing Transfer Early-Warning
Leakage-safe CMBS special-servicing-transfer prediction dataset for the job: identify CMBS assets at elevated risk of transferring to special servicing within the next 12 months, using only point-in-time information available from SEC-filed CMBS loan reports.
This release is a flat supervised learning table for tabular classification, AutoML, TabPFN, XGBoost, and credit-risk benchmarking.
import pandas as pd
train =… See the full description on the dataset page: https://huggingface.co/datasets/commandreveal/cmbs-special-servicing-transfer.CommandRewardcommand-r-plus-generated-qaCommand-R-Plus-AP-News-Full-QuACButter-ShareGPTCommand-R-Plus-AP-News-PB-Questions-QuACButter-ShareGPTcmbs-special-servicing-sequences
CMBS Special-Servicing Transfer Early-Warning Sequences
Leakage-safe CMBS special-servicing-transfer prediction dataset for the job: identify CMBS assets at elevated risk of transferring to special servicing within the next 12 months, using ordered point-in-time observations from SEC-filed CMBS loan reports.
This release is a sequence-friendly view of the same benchmark population as the flat table. Each row is one ordered step in an asset's history, with compact model inputs… See the full description on the dataset page: https://huggingface.co/datasets/commandreveal/cmbs-special-servicing-sequences.cmbs-special-servicing-timeline
CMBS Special-Servicing Transfer Timelines
Leakage-safe CMBS special-servicing-transfer timeline dataset for the job: inspect, prompt, and model CMBS asset histories that may transfer to special servicing within the next 12 months, using only point-in-time information available from SEC-filed CMBS loan reports.
This release is a timeline-oriented companion to the flat supervised learning table. Each row is one asset-period observation with a compact natural-language timeline_text… See the full description on the dataset page: https://huggingface.co/datasets/commandreveal/cmbs-special-servicing-timeline.