Beyond Automated Evaluation Metrics: Evaluating Topic Models On Practical Social Science Content Analysis Tasks.
Zongxia LiAndrew MaoDaniel StephensPranav GoelEmily WalpoleAlden DimaJuan FungJordan L. Boyd-GraberPublished in: CoRR (2024)
Keyphrases
- content analysis
- topic models
- evaluation metrics
- social sciences
- topic modeling
- precision and recall
- latent dirichlet allocation
- collaborative learning
- hierarchical bayesian model
- text mining
- generative model
- latent topics
- computer science
- text documents
- learning to rank
- evaluation measures
- co occurrence
- real world
- video content
- probabilistic model
- information retrieval systems