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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
Dynamic embedded topic models and change-point detection for exploring literary-historical hypotheses
EACL 2024
Evaluating Dynamic Topic Models
ACL 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion
ACL 2024
DynaMiTE: Discovering Explosive Topic Evolutions with User Guidance
ACL 2023
Neural Dynamic Focused Topic Model
AAAI 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
Dynamic and Static Topic Model for Analyzing Time-Series Document Collections
ACL 2018
Scalable Generalized Dynamic Topic Models
AISTATS 2018
Cross-Corpora Unsupervised Learning of Trajectories in Autism Spectrum Disorders
JMLR 2016