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Gioia Blayer

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#machine learning Preprint Oct 2026

TILE: Bridging LLMs and Table Foundation Models for Tabular Learning with Strings

Real-world tables are often heterogeneous, combining numerical features with free-form string columns. Table foundation models (TFMs) excel on numerical tables but require strings to be encoded numerically, while large language models (LLMs) hold semantic knowledge but are not designed for tabular predictions. Most exi...

Félix Lefebvre, David Holzmüller, Gioia Blayer et al. · 0 citations

MulTaBench: Benchmarking Multimodal Tabular Learning with Text and Image

This work introduces MulTaBench, a benchmark of 40 datasets, split equally between image-tabular and text-tabular tasks, designed to enable the research of novel architectures which incorporate joint modeling and target-aware representations, paving the way for the development of novel Multimodal Tabular Foundation Mod...

Alan Arazi, Eilam Shapira, Shoham Grunblat et al. · 3 citations
Jun 2026

Beyond IID: How General Are Tabular Foundation Models, Really?

BeyondArena is the first unified holistic benchmark for tabular data that supports diverse task types (IID, temporal, grouped), across sample size and feature dimensionality scales, with diverse feature types from a broad range of disciplines.

Lennart Purucker, Andrej Tschalzev, Nick Erickson et al. · 2 citations

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