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TabArena

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// recent coverage 9 mentions

04:00
2026-09-15
arxiv.org
machine-learning

Do Tabular Foundation Models Still Need Feature Engineering?

A controlled study across several versions of two major tabular foundation model (TFM) families found that feature engineering gains are concentrated in earlier model generations and become negligible…

17:01
2026-09-01
pub.towardsai.net
artificial-intelligence

The Leaderboard Model You Cannot Actually Deploy

A developer's independent test found that foundation models top TabArena's tabular leaderboard, beating tuned XGBoost 92.6% of the time, but the advantage vanishes when tree-based models receive all t…

16:00
2026-09-01
cloud.google.com
artificial-intelligence

Introducing TabFM in BigQuery: Predictive analytics reimagined

Google announced TabFM, a pre-trained foundation model for tabular data, now available in preview in BigQuery, enabling instant predictions via SQL functions AI.PREDICT and AI.EVALUATE. Developed by G…

07:45
2026-08-17
juleskreuer.eu
large-language-models

Are LLMs good in-context tabular classifiers?

TabBench-LLM, a benchmark introduced by the TabArena team, evaluates large language models as few-shot in-context tabular classifiers against Random Forest and TabPFN v2, using 19 synthetic tasks and …

22:09
2026-07-09
byteiota.com
machine-learning

Google TabFM: Zero-Shot Tabular Predictions Without Training

Google released TabFM on July 1, a zero-shot foundation model for tabular data that generates predictions without training on the user's dataset, using in-context learning. The model achieves state-of…

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