Cross-topic name collisions grow 4.33-fold in AI papers
Shared names create 25.7 percentage point identification deficits in retrieval for cross-topic cases.
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Does Syntax Matter? A Graph-Augmented Variational Topic Model for Computational Social Sciences
SCPTM graph-augmented variational topic model shows syntax aids topic diversity and descriptor quality but gains stem mainly from the variational encoder.