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20232026
most citedConnecting the Dots: What Graph-Based Text Representations Work Best for Text Classification Using Graph Neural Networks?

6 citations · 6 across the 5 of their papers we have counts for

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cs.CL2026

From Global to Local: Learning Context-Aware Graph Representations for Document Classification and Summarization

Ruangrin Ldallitsakool, Margarita Bugueño, Gerard de Melo

Recent NLP systems commonly represent documents as linear token sequences. Although this captures sequential order, it can hinder modeling long-range dependencies and global docume…