sap rpt 1 oss [!NOTE] This model and repository were formerly known as ConTextTab . While the code and repository have now been updated in line with the new name sap rpt 1 oss , the model checkpoint and functionality remain identical. Description Implementation of the deep learning model with the inference pipeline described in the paper "ConTextTab: A Semantics Aware Tabular In Context Learner". Abstract Tabular in context learning (ICL) has recently achieved state of the art (SOTA) performance on several tabular prediction tasks. Previously restricted to classification problems on small tables, recent advances such as TabPFN and TabICL have extended its use to larger datasets. While being architecturally efficient and well adapted to tabular data structures, current table native ICL architectures, being trained exclusively on synthetic data, do not fully leverage the rich semantics and world knowledge contained in real world tabular data. On another end of this spectrum, tabular ICL models based on pretrained large language models such as TabuLa 8B integrate deep semantic understanding and world knowledge but are only able to make use of a small amount of context due to inherent…
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