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.
We use the same single-level taxonomy from Section 3.1.2 as the seed input, but modify the label names to similar concepts if they do not already exist within the corpus
1 Pith paper cite this work. Polarity classification is still indexing.
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Pith paper citing it
citation-role summary
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citation-polarity summary
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cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
baseline 1polarities
baseline 1representative citing papers
citing papers explorer
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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.