Papers by Caitlin Doogan
Topic Model or Topic Twaddle? Re-evaluating Semantic Interpretability Measures (2021.naacl-main)
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| Challenge: | Existing methods for topic model evaluation use automated measures modeled on human evaluation tests that are dissimilar to applied usage. |
| Approach: | They propose to use a novel experimental framework to evaluate topic models and assess their coherence for specialized collections in an applied setting. |
| Outcome: | The proposed framework is reflective of human evaluations using open labeling, typical of applied research. |