conftrace_

dynamic topic model

13 papers

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Also known as

DTM

Co-occurring keywords

topic modeling (461) semantic change (82) topic evolution (8) topic model (290) bayesian inference (1907) variational inference (2069) neural topic model (75) gaussian process (1200) bayesian model (59) text representation (528)

Papers

Beyond Coherence: Improving Temporal Consistency and Interpretability in Dynamic Topic Models EACL 2026
DVI-DTM: Dual-View Representation Learning for Interpretable Short Text Dynamic Topic Modeling ACL 2026
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion ACL 2024
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses EACL 2024
Evaluating Dynamic Topic Models ACL 2024
Neural Dynamic Focused Topic Model AAAI 2023
DynaMiTE: Discovering Explosive Topic Evolutions with User Guidance ACL 2023
Infinite SCAN: An Infinite Model of Diachronic Semantic Change EMNLP 2022
Understanding Weekly COVID-19 Concerns through Dynamic Content-Specific LDA Topic Modeling EMNLP 2020
GASC: Genre-Aware Semantic Change for Ancient Greek ACL 2019
Scalable Generalized Dynamic Topic Models AISTATS 2018
Dynamic and Static Topic Model for Analyzing Time-Series Document Collections ACL 2018
Cross-Corpora Unsupervised Learning of Trajectories in Autism Spectrum Disorders JMLR 2016