Graph-based parsers outperform LLMs on supervised relation extraction as linguistic graph complexity grows with more relations per document.
InPro- ceedings of the 2021 Conference on Empirical Meth- ods in Natural Language Processing, pages 6930– 6942, Online and Punta Cana, Dominican Republic
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LLMs Underperform Graph-Based Parsers on Supervised Relation Extraction for Complex Graphs
Graph-based parsers outperform LLMs on supervised relation extraction as linguistic graph complexity grows with more relations per document.