neural-topic-models

There are 1 repository 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.).

  topic-modelingberttransformerembeddingstext-as-datatopic-coherencemultilingual-topic-modelsmultilingual-modelsneural-topic-modelsnlpnlp-librarynlp-machine-learning
  Language:Python 1188
• OCTIS

  MIND-Lab / OCTIS

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

  bayesian-optimizationevaluation-metricshyperparameter-optimizationhyperparameter-searchhyperparameter-tuninglatent-dirichlet-allocationlatent-semantic-analysisnatural-language-processingneural-topic-modelsnlpnlp-librarynlprocnon-negative-matrix-factorizationtopic-modelingtopic-models
  Language:Python 706

• BobXWu / TopMost

  A Topic Modeling System Toolkit

  libraryneural-topic-modelspackagetoolkittopic-modelingtopic-modeling-analysisnlpnlp-librarynlp-machine-learningneural-topic-modelingtopic-models
  Language:Jupyter Notebook 162

• BobXWu / Paper-Neural-Topic-Models

  Papers of Neural Topic Models (NTMs)

  neural-topic-modelstopic-modelingpaper-listsurveytopic-models
  44

• BobXWu / NQTM

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

  topic-modelingshort-texttopic-modelneural-topic-modelingneural-topic-models
  Language:Python 42

• BobXWu / ECRTM

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

  neural-topic-modelstopic-modelingtopic-models
  Language:Python 36
• 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.

  dynamic-topic-modelingneural-topic-models
  Language:Jupyter Notebook 32

• BobXWu / FASTopic

  A Fast, Adaptive, Stable, and Transferable Topic Model

  neural-topic-modelingneural-topic-modelstopic-modelingdocument-embeddingsentence-encoderword-embeddings
  Language:Python 20

• pbhatia243 / neural_topic_models

  neural_topic_models

  topic-modelingtensorflowneural-topic-models
  Language:Python 12

• BobXWu / TraCo

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

  hierarchical-topic-modelsneural-topic-modelingneural-topic-modelstopic-modelingtopic-models
  Language:Python 7

• 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)

  biomedical-knowledge-graphehrgraph-attention-networksneural-topic-modelstopic-modeling
  Language:Python 7

• 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.

  dropoutneural-topic-models
  Language:Python 2