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Syntactic Topic Models

open access: yes, 2010
The syntactic topic model (STM) is a Bayesian nonparametric model of language that discovers latent distributions of words (topics) that are both semantically and syntactically coherent. The STM models dependency parsed corpora where sentences are grouped into documents.
Boyd-Graber, Jordan, Blei, David M.
openaire   +2 more sources

Topic-aware response selection for dialog systems

open access: yesNatural Language Processing Journal
It is challenging for a persona-based chitchat system to return responses consistent with the dialog context and the persona of the agent. This particularly holds for a retrieval-based chitchat system that selects the most appropriate response from a set
Wei Yuan   +3 more
doaj  

Qualitative Insights Tool (QualIT): LLM Enhanced Topic Modeling [PDF]

open access: yesarXiv
Topic modeling is a widely used technique for uncovering thematic structures from large text corpora. However, most topic modeling approaches e.g. Latent Dirichlet Allocation (LDA) struggle to capture nuanced semantics and contextual understanding required to accurately model complex narratives.
arxiv  

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