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3 months ago

From Heuristics to Language Models: A Journey Through the Universe of Semantic Table Interpretation with DAGOBAH

{Jixiong Liu and Raphaël Troncy Thomas Labbé Yoan Chabot Viet-Phi Huynh}

From Heuristics to Language Models: A Journey Through the Universe of Semantic Table Interpretation with DAGOBAH

Abstract

This paper presents DAGOBAH SL 2022, a semantic table interpretation system that has been continuously improved over the last four years when participating in the SemTab challenge. This year, we have improved the lookup coverage using external resources and we have integrated language models for better understanding the table headers. We have also implemented various system optimizations that lead to a reduction in execution time of about 30%. In this paper, we also show the relevance of using deep learning-based approaches for resolving certain ambiguities and we discuss the limitations of existing corpora and systems for maturing further this research field.

Benchmarks

BenchmarkMethodologyMetrics
cell-entity-annotation-on-toughtables-wdDAGOBAH
F1 (%): 94.5
column-type-annotation-on-toughtables-wdDAGOBAH
F1 (%): 40.9

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From Heuristics to Language Models: A Journey Through the Universe of Semantic Table Interpretation with DAGOBAH | Papers | HyperAI