neural-topic-models

There are 14 repositories under neural-topic-models topic.

  • MilaNLProc/contextualized-topic-models

    A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021 (Bianchi et al.).

    Language:Python1.2k16110151
  • OCTIS

    MIND-Lab/OCTIS

    OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)

    Language:Python78413106115

  • bobxwu/TopMost

    A Topic Modeling System Toolkit (ACL 2024 Demo)

    Language:Jupyter Notebook26831227

  • bobxwu/FASTopic

    A Fast, Adaptive, Stable, and Transferable Topic Model (NeurIPS 2024)

    Language:Python122286

  • bobxwu/Paper-Neural-Topic-Models

    Papers of Neural Topic Models (NTMs)

    86327

  • bobxwu/ECRTM

    Code for Effective Neural Topic Modeling with Embedding Clustering Regularization (ICML2023)

    Language:Python43113

  • bobxwu/NQTM

    Code for Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder (EMNLP2020).

    Language:Python43235
  • STREAM

    AnFreTh/STREAM

    A versatile Python package engineered for seamless topic modeling, topic evaluation, and topic visualization. Ideal for text analysis, natural language processing (NLP), and research in the social sciences, STREAM simplifies the extraction, interpretation, and visualization of topics from large, complex datasets.

    Language:Python414459
  • ANTM

    hamedR96/ANTM

    Aligned Neural Topic Model (ANTM) for Exploring Evolving Topics: a dynamic neural topic model that uses document embeddings (data2vec) to compute clusters of semantically similar documents at different periods, and aligns document clusters to represent topic evolution.

    Language:Jupyter Notebook35248

  • bobxwu/CFDTM

    Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion (ACL 2024 Findings)

    Language:Python16102

  • bobxwu/TraCo

    Code for On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling (AAAI 2024)

    Language:Python12102

  • pbhatia243/neural_topic_models

    neural_topic_models

    Language:Python11105

  • li-lab-mcgill/GAT-ETM

    "Modeling electronic health record data using an end-to-end knowledge-graph-informed topic model" paper on Sci Rep (2022)

    Language:Python10020

  • AdhyaSuman/NTMs_Dropout_Analysis

    This repository is associated with the paper "Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling", accepted at EACL 2023.

    Language:Python2101