Graph-based parsers outperform LLMs on supervised relation extraction as linguistic graph complexity grows with more relations per document.
Anees Kazi, Luca Cosmo, Seyed-Ahmad Ahmadi, Nas- sir Navab, and Michael M
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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.