Tabular / Model
Real-TabPFN
- Organisation
- Prior Labs
- Family
- TabPFN · version v2 (real-data continued pre-training)
- Released
- 2025-07-05 (arXiv v1 submission date https://arxiv.org/abs/2507.03971)
- Weights
- Open
- Links
- PaperCode
Training data disclosure: Full list
Level determined for 5% of benchmark cells.
- TestTest data seen0
- SeenSeen, split unclear3
- TrainTraining data seen0
- Related data seen0
- NoNot seen0
- ?Unknown48
“Appendix A lists the curated datasets used for continued pre-training.”
“The following table lists the 71 datasets curated for continued pre-training, along with their source and access link.”
Other declared training data
-
TabPFN v2 synthetic prior (initial checkpoint) · split: unknown
Continued pre-training starts from the synthetic-only TabPFN v2 checkpoint.
Evidence
“Stage 1 relies on the original TabPFNv2 checkpoint”
arxiv.org · paper · Section 4 · retrieved 2026-10-15 -
aam avaliacao dataset · split: unknown
Source column: Kaggle.
Evidence
“aam avaliacao dataset”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Air Traffic Data · split: unknown
Source column: Kaggle.
Evidence
“Air Traffic Data”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
ansible-defects-prediction · split: unknown
Source column: Kaggle.
Evidence
“ansible-defects-prediction”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
AV Healthcare Analytics II · split: unknown
Source column: Kaggle.
Evidence
“AV Healthcare Analytics II”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Candidate Selection · split: unknown
Source column: Kaggle.
Evidence
“Candidate Selection”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Cardio Disease · split: unknown
Source column: Kaggle.
Evidence
“Cardio Disease”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
CC Fraud Dataset · split: unknown
Source column: Kaggle.
Evidence
“CC Fraud Dataset”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Classification - Crop Damages in India (2015-2019) · split: unknown
Source column: Kaggle.
Evidence
“Classification - Crop Damages in India (2015-2019)”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
CSGO Round Winner Classification · split: unknown
Source column: Kaggle.
Evidence
“CSGO Round Winner Classification”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Flower Type Prediction Machine Hack · split: unknown
Source column: Kaggle.
Evidence
“Flower Type Prediction Machine Hack”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Horse Racing - Tipster Bets · split: unknown
Source column: Kaggle.
Evidence
“Horse Racing - Tipster Bets”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
How severe the accident could be · split: unknown
Source column: Kaggle.
Evidence
“How severe the accident could be”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
HR Analysis Case Study (not yet matched to a dataset) · split: unknown
Source column: Kaggle.
Evidence
“HR Analysis Case Study”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
HR analysis (not yet matched to a dataset) · split: unknown
Source column: Kaggle.
Evidence
“HR analysis”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
hr-comma-sep · split: unknown
Source column: Kaggle.
Evidence
“hr-comma-sep”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
ip-network-traffic-flows-labeled-with-87-apps · split: unknown
Source column: Kaggle.
Evidence
“ip-network-traffic-flows-labeled-with-87-apps”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Janatahack cross-sell prediction · split: unknown
Source column: Kaggle.
Evidence
“Janatahack cross-sell prediction”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
JanataHack Machine Learning for Banking · split: unknown
Source column: Kaggle.
Evidence
“JanataHack Machine Learning for Banking”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
L&T Vehicle Loan Default Prediction · split: unknown
Source column: Kaggle.
Evidence
“L&T Vehicle Loan Default Prediction”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
League of Legends Diamond Games (First 15 Minutes) · split: unknown
Source column: Kaggle.
Evidence
“League of Legends Diamond Games (First 15 Minutes)”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Multiple target variable classification - Hackathon · split: unknown
Source column: Kaggle.
Evidence
“Multiple target variable classification - Hackathon”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Online News Popularity · split: unknown
Source column: Kaggle.
Evidence
“Online News Popularity”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
online_shoppers_intention · split: unknown
Matched to TabArena online_shoppers_intention by name; Real-TabPFN took a Kaggle copy, TabArena cites the UCI original. No id given. Source column: Kaggle.
Evidence
“Online Shopper’s Intention”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Phishing website Detector (not yet matched to a dataset) · split: unknown
Not mapped: TabArena website_phishing is the UCI 'Website Phishing' data (1,353 rows); identity not verified. Source column: Kaggle.
Evidence
“Phishing website Detector”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Phishing websites Data (not yet matched to a dataset) · split: unknown
Not mapped: TabArena website_phishing is the UCI 'Website Phishing' data (1,353 rows); identity not verified. Source column: Kaggle.
Evidence
“Phishing websites Data”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Pump it Up Data Mining the Water Table · split: unknown
Source column: Kaggle.
Evidence
“Pump it Up Data Mining the Water Table”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Richter’s Predictor Modeling Earthquake Damage · split: unknown
Source column: Kaggle.
Evidence
“Richter’s Predictor Modeling Earthquake Damage”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Server Logs - Suspicious · split: unknown
Source column: Kaggle.
Evidence
“Server Logs - Suspicious”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Sloan Digital Sky Survey DR14 · split: unknown
Different SDSS data release than TabArena SDSS17; not mapped. Source column: Kaggle.
Evidence
“Sloan Digital Sky Survey DR14”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Sloan Digital Sky Survey DR16 · split: unknown
Different SDSS data release than TabArena SDSS17; not mapped. Source column: Kaggle.
Evidence
“Sloan Digital Sky Survey DR16”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Success of Bank Telemarketing Data (not yet matched to a dataset) · split: unknown
Kaggle dataset; possibly the same UCI Bank Marketing data as TabArena bank-marketing, not verified. Source column: Kaggle.
Evidence
“Success of Bank Telemarketing Data”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Term Deposit Prediction Data Set (not yet matched to a dataset) · split: unknown
Source column: Kaggle.
Evidence
“Term Deposit Prediction Data Set”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
trajectory-based-ship-classification · split: unknown
Source column: Kaggle.
Evidence
“trajectory-based-ship-classification”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Travel Insurance · split: unknown
Source column: Kaggle.
Evidence
“Travel Insurance”
arxiv.org · paper · Appendix A, Training Datasets table (source: Kaggle) · retrieved 2026-10-15 -
Amazon_employee_access · split: unknown
Matched to TabArena Amazon_employee_access by name (source OpenML); the paper gives no OpenML id. Source column: OpenML.
Evidence
“Amazon employee access”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
artificial-characters · split: unknown
Source column: OpenML.
Evidence
“artificial-characters”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
bank-marketing · split: unknown
Matched to TabArena bank-marketing (UCI Bank Marketing) by name; the paper gives no OpenML id. Source column: OpenML.
Evidence
“Bank marketing data set UCI”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
BNG(breast-w) · split: unknown
Source column: OpenML.
Evidence
“BNG(breast-w)”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
BNG(tic-tac-toe) · split: unknown
Source column: OpenML.
Evidence
“BNG(tic-tac-toe)”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
Click prediction small · split: unknown
Source column: OpenML.
Evidence
“Click prediction small”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
CreditCardSubset · split: unknown
Source column: OpenML.
Evidence
“CreditCardSubset”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
connect 4 · split: unknown
Source column: OpenML.
Evidence
“CreditCardSubset connect 4”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
eeg-eye-state · split: unknown
Source column: OpenML.
Evidence
“eeg-eye-state”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
electricity · split: unknown
Source column: OpenML.
Evidence
“electricity”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
elevators · split: unknown
Source column: OpenML.
Evidence
“electricity elevators”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
Employee-Turnover-at-TECHCO · split: unknown
Source column: OpenML.
Evidence
“Employee-Turnover-at-TECHCO”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
eye movements · split: unknown
Source column: OpenML.
Evidence
“eye movements”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
FOREX eurpln-hour-High · split: unknown
Source column: OpenML.
Evidence
“FOREX eurpln-hour-High”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
gas-drift-different-concentrations · split: unknown
Source column: OpenML.
Evidence
“gas-drift-different-concentrations”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
gas-drift · split: unknown
Source column: OpenML.
Evidence
“gas-drift higgs”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
higgs · split: unknown
Source column: OpenML.
Evidence
“gas-drift higgs”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
house 16H · split: unknown
Source column: OpenML.
Evidence
“higgs house 16H”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
house 8L · split: unknown
Source column: OpenML.
Evidence
“house 16H house 8L”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
Intersectional-Bias-Assessment-(Training-Data) · split: unknown
Source column: OpenML.
Evidence
“Intersectional-Bias-Assessment-(Training-Data)”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
law-school-admission-binary · split: unknown
Source column: OpenML.
Evidence
“law-school-admission-binary”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
magic · split: unknown
Source column: OpenML.
Evidence
“law-school-admission-binary magic”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
MagicTelescope · split: unknown
Source column: OpenML.
Evidence
“MagicTelescope”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
Medical-Appointment · split: unknown
Source column: OpenML.
Evidence
“Medical-Appointment”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
microaggregation2 · split: unknown
Source column: OpenML.
Evidence
“microaggregation2”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
fried · split: unknown
Source column: OpenML.
Evidence
“microaggregation2 fried”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
mozilla4 · split: unknown
Source column: OpenML.
Evidence
“fried mozilla4”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
mushroom · split: unknown
Source column: OpenML.
Evidence
“mozilla4 mushroom”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
NewspaperChurn · split: unknown
Source column: OpenML.
Evidence
“NewspaperChurn”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
nursery · split: unknown
Source column: OpenML.
Evidence
“NewspaperChurn nursery”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
okcupid stem · split: unknown
Source column: OpenML.
Evidence
“okcupid stem”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
pendigits · split: unknown
Source column: OpenML.
Evidence
“okcupid stem pendigits”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
PhishingWebsites (not yet matched to a dataset) · split: unknown
Not mapped: OpenML PhishingWebsites differs from TabArena website_phishing (UCI 'Website Phishing'); identity not verified. Source column: OpenML.
Evidence
“PhishingWebsites”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
pol · split: unknown
Source column: OpenML.
Evidence
“PhishingWebsites pol”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
WBCAtt · split: unknown
Source column: OpenML.
Evidence
“pol WBCAtt”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
bank-marketing · split: unknown
Matched to TabArena bank-marketing by name; the paper gives no OpenML id. Source column: OpenML.
Evidence
“Bank Marketing”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15 -
Internet Firewall Data · split: unknown
Source column: OpenML.
Evidence
“Internet Firewall Data”
arxiv.org · paper · Appendix A, Training Datasets table (source: OpenML) · retrieved 2026-10-15
Benchmark cells
TabArena
Unknown airfoil_self_noise · training data not disclosed in enough detail
Seen, split unclear Amazon_employee_access · the dataset was used; the source does not say which part
Evidence (1)
“Amazon employee access”
Unknown anneal · training data not disclosed in enough detail
Unknown Another-Dataset-on-used-Fiat-500 · training data not disclosed in enough detail
Unknown APSFailure · training data not disclosed in enough detail
Seen, split unclear bank-marketing · the dataset was used; the source does not say which part
Evidence (1)
“Bank marketing data set UCI”
Unknown Bank_Customer_Churn · training data not disclosed in enough detail
Unknown Bioresponse · training data not disclosed in enough detail
Unknown blood-transfusion-service-center · training data not disclosed in enough detail
Unknown churn · training data not disclosed in enough detail
Unknown coil2000_insurance_policies · training data not disclosed in enough detail
Unknown concrete_compressive_strength · training data not disclosed in enough detail
Unknown credit-g · training data not disclosed in enough detail
Unknown credit_card_clients_default · training data not disclosed in enough detail
Unknown customer_satisfaction_in_airline · training data not disclosed in enough detail
Unknown diabetes · training data not disclosed in enough detail
Unknown Diabetes130US · training data not disclosed in enough detail
Unknown diamonds · training data not disclosed in enough detail
Unknown E-CommereShippingData · training data not disclosed in enough detail
Unknown Fitness_Club · training data not disclosed in enough detail
Unknown Food_Delivery_Time · training data not disclosed in enough detail
Unknown GiveMeSomeCredit · training data not disclosed in enough detail
Unknown hazelnut-spread-contaminant-detection · training data not disclosed in enough detail
Unknown healthcare_insurance_expenses · training data not disclosed in enough detail
Unknown heloc · training data not disclosed in enough detail
Unknown hiva_agnostic · training data not disclosed in enough detail
Unknown houses · training data not disclosed in enough detail
Unknown HR_Analytics_Job_Change_of_Data_Scientists · training data not disclosed in enough detail
Unknown in_vehicle_coupon_recommendation · training data not disclosed in enough detail
Unknown Is-this-a-good-customer · training data not disclosed in enough detail
Unknown kddcup09_appetency · training data not disclosed in enough detail
Unknown Marketing_Campaign · training data not disclosed in enough detail
Unknown maternal_health_risk · training data not disclosed in enough detail
Unknown miami_housing · training data not disclosed in enough detail
Unknown MIC · training data not disclosed in enough detail
Unknown NATICUSdroid · training data not disclosed in enough detail
Seen, split unclear online_shoppers_intention · the dataset was used; the source does not say which part
Evidence (1)
“Online Shopper’s Intention”
Unknown physiochemical_protein · training data not disclosed in enough detail
Unknown polish_companies_bankruptcy · training data not disclosed in enough detail
Unknown qsar-biodeg · training data not disclosed in enough detail
Unknown QSAR-TID-11 · training data not disclosed in enough detail
Unknown QSAR_fish_toxicity · training data not disclosed in enough detail
Unknown SDSS17 · training data not disclosed in enough detail
Unknown seismic-bumps · training data not disclosed in enough detail
Unknown splice · training data not disclosed in enough detail
Unknown students_dropout_and_academic_success · training data not disclosed in enough detail
Unknown superconductivity · training data not disclosed in enough detail
Unknown taiwanese_bankruptcy_prediction · training data not disclosed in enough detail
Unknown website_phishing · training data not disclosed in enough detail
Unknown wine_quality · training data not disclosed in enough detail
Unknown jm1 · training data not disclosed in enough detail
Notes
TabPFN v2 further pre-trained on 71 real datasets from OpenML and Kaggle. Deduplication was only against its own evaluation suite (29 AMLB datasets with <10,000 samples), not against TabArena: 'We exclude any dataset from the pre-training data that does not meet these criteria.' The paper says the weights are public on Hugging Face but does not name the checkpoint file. Several training datasets match TabArena datasets by name (Amazon employee access, Online Shopper's Intention, Bank marketing).
Sources
- Real-TabPFN: Improving Tabular Foundation Models via Continued Pre-training With Real-World Data · paper · retrieved 2026-10-15