TaxoAdapt aligns LLM-generated taxonomies to a corpus by classifying papers along task, method, dataset, evaluation, and domain dimensions, then expanding the tree based on paper density.
Specifically, we conduct an iterative process, where we first ask the LLM to identify relevant papers to the dimension, relevant child nodes, and their corresponding papers
1 Pith paper cite this work. Polarity classification is still indexing.
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cs.CL 1years
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TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora
TaxoAdapt aligns LLM-generated taxonomies to a corpus by classifying papers along task, method, dataset, evaluation, and domain dimensions, then expanding the tree based on paper density.