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tabular-dataClear
Why Large Language Models Fail at Tabular Prediction
llmstabular-datapredictive-analyticsmachine-learning
Research

Why Large Language Models Fail at Tabular Prediction

Large language models (LLMs) struggle with predictive analytics over tabular data, which is a common machine learning workload. This limitation has led to the emergence of tabular foundation models aimed at addressing this gap.

arxiv.org

🔥🔥🔥🔥🔥

2 min

8/4/2026

TabFM: A zero-shot foundation model for tabular data

TabFM is a new foundation model designed for tabular data, simplifying classification and regression workflows. It utilizes a "zero-shot" logic approach, similar to that of TimesFM, to enhance the handling of enterprise data infrastructure.

research.google

🔥🔥🔥🔥🔥

4 min

6/30/2026

Why Large Language Models Fail at Tabular Prediction

Large language models (LLMs) struggle with predictive analytics over tabular data, which is a common machine learning workload. This limitation has led to the emergence of tabular foundation models aimed at addressing this gap.

arxiv.org

🔥🔥🔥🔥🔥

2 min

8/4/2026

TabFM: A zero-shot foundation model for tabular data

TabFM is a new foundation model designed for tabular data, simplifying classification and regression workflows. It utilizes a "zero-shot" logic approach, similar to that of TimesFM, to enhance the handling of enterprise data infrastructure.

research.google

🔥🔥🔥🔥🔥

4 min

6/30/2026

Why Large Language Models Fail at Tabular Prediction

Large language models (LLMs) struggle with predictive analytics over tabular data, which is a common machine learning workload. This limitation has led to the emergence of tabular foundation models aimed at addressing this gap.

arxiv.org

🔥🔥🔥🔥🔥

2 min

8/4/2026

TabFM: A zero-shot foundation model for tabular data

TabFM is a new foundation model designed for tabular data, simplifying classification and regression workflows. It utilizes a "zero-shot" logic approach, similar to that of TimesFM, to enhance the handling of enterprise data infrastructure.

research.google

🔥🔥🔥🔥🔥

4 min

6/30/2026

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