Charu Karakkaparambil James

When Lexical Change Misleads: Rethinking Dynamic Topic Model Evaluation with Traditional and LLM-Based Metrics

This work reports traditional coherence and LLM-based semantic measures as complementary rather than interchangeable signals as complementary rather than interchangeable signals, and advocates lexical-change-aware evaluation.