SOTAVerified

Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

Showing 51100 of 881 papers

TitleStatusHype
Is Automated Topic Model Evaluation Broken? The Incoherence of CoherenceCode1
Autoencoding Variational Inference For Topic ModelsCode1
Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for TopicsCode1
Neural Topic Modeling with Bidirectional Adversarial TrainingCode1
Graph Structural-topic Neural NetworkCode1
Improving Neural Topic Models using Knowledge DistillationCode1
Nonparametric Forest-Structured Neural Topic ModelingCode1
Hierarchical Topic Mining via Joint Spherical Tree and Text EmbeddingCode1
Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling DecoderCode1
How Many Topics? Stability Analysis for Topic ModelsCode1
Apples to Apples: A Systematic Evaluation of Topic ModelsCode1
HyperMiner: Topic Taxonomy Mining with Hyperbolic EmbeddingCode1
Twitmo: A Twitter Data Topic Modeling and Visualization Package for RCode1
ANTM: An Aligned Neural Topic Model for Exploring Evolving TopicsCode1
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic ModelingCode1
HyHTM: Hyperbolic Geometry based Hierarchical Topic ModelsCode0
Identifying Emergent Research Trends by Key Authors and PhrasesCode0
Adaptive Mixed Component LDA for Low Resource Topic ModelingCode0
Improving Contextualized Topic Models with Negative SamplingCode0
Guaranteed inference in topic modelsCode0
HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of DocumentsCode0
Graph neural topic model with commonsense knowledgeCode0
A new evaluation framework for topic modeling algorithms based on synthetic corporaCode0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
A Neural Generative Model for Joint Learning Topics and Topic-Specific Word EmbeddingsCode0
GINopic: Topic Modeling with Graph Isomorphism NetworkCode0
Grammar induction from (lots of) words aloneCode0
Gaussian LDA for Topic Models with Word EmbeddingsCode0
Generative Topic Embedding: a Continuous Representation of DocumentsCode0
GraphBTM: Graph Enhanced Autoencoded Variational Inference for Biterm Topic ModelCode0
Fast, Flexible Models for Discovering Topic Correlation across Weakly-Related CollectionsCode0
Federated Neural Topic ModelsCode0
Familia: A Configurable Topic Modeling Framework for Industrial Text EngineeringCode0
Exploring conversation topics in conversational artificial intelligence–Based social mediated communities of practiceCode0
Familia: An Open-Source Toolkit for Industrial Topic ModelingCode0
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic ModelingCode0
Improving Neural Topic Models with Wasserstein Knowledge DistillationCode0
ETC-NLG: End-to-end Topic-Conditioned Natural Language GenerationCode0
Aspect Sentiment Model for Micro ReviewsCode0
EvaLDA: Efficient Evasion Attacks Towards Latent Dirichlet AllocationCode0
Document Informed Neural Autoregressive Topic Models with Distributional PriorCode0
Diversity-Aware Coherence Loss for Improving Neural Topic ModelsCode0
Document Informed Neural Autoregressive Topic ModelsCode0
ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social MediaCode0
Discovering Discrete Latent Topics with Neural Variational InferenceCode0
Dirichlet Variational AutoencoderCode0
Exploring Topic Coherence over Many Models and Many TopicsCode0
ATD: Anomalous Topic Discovery in High Dimensional Discrete DataCode0
Topic Modeling with Fine-tuning LLMs and Bag of SentencesCode0
Discriminative Topic Modeling with Logistic LDACode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.69Unverified
2GSMC_v0.55Unverified
3vNVDMC_v0.52Unverified
4ETMC_v0.51Unverified
5NSTMC_v0.38Unverified
6ProdLDAC_v0.35Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
2vNVDMC_v0.44Unverified
3GSMC_v0.41Unverified
4ETMC_v0.41Unverified
5NSTMC_v0.37Unverified
6ProdLDAC_v0.32Unverified
#ModelMetricClaimedVerifiedStatus
1NVDMTest perplexity836Unverified
2Bayesian SMMTest perplexity515Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC83.24Unverified
2TopicEqTopic Coherence@500.1Unverified
#ModelMetricClaimedVerifiedStatus
1vONTSSC_v0.49Unverified
#ModelMetricClaimedVerifiedStatus
1JoSHMACC90.91Unverified