AIBullisharXiv – CS AI · 9h ago6/10
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DSL-Topic: Improving Topic Modeling by Distilling Soft Labelsfrom Language Models
Researchers introduce DSL-Topic, a novel framework that improves neural topic modeling by distilling soft labels from language models rather than relying on traditional bag-of-words reconstruction. The approach leverages LM-generated contextual signals to produce higher-quality topics with better coherence and semantic alignment, demonstrating significant improvements over existing baselines.