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## Features
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| Transformer-based Topic Models | :compass: S³, :key: KeyNMF, :gem: GMM, Clustering Models, CTMs, FASTopic |
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| Models for all Scenarios | :chart_with_upwards_trend: Dynamic, :ocean: Online, :herb: Seeded, and :evergreen_tree: Hierarchical topic modeling |
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| Easy Interpretation | :bookmark_tabs: Pretty Printing, :bar_chart: Interactive Figures, :art: [topicwizard](https://github.com/x-tabdeveloping/topicwizard) compatible |
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| Topic Naming | :robot: LLMs, N-gram Retrieval, :wave: Manual |
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| Informative Topic Descriptions | :key: Keyphrases, Noun-phrases, Lemmatization, Stemming |
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| Topic ID | Highest Ranking |
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| 0 | morality, moral, immoral, morals, objective, morally, animals, society, species, behavior |
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| 1 | armenian, armenians, genocide, armenia, turkish, turks, soviet, massacre, azerbaijan, kurdish |
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| 2 | murder, punishment, death, innocent, penalty, kill, crime, moral, criminals, executed |
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| 3 | gun, guns, firearms, crime, handgun, firearm, weapons, handguns, law, criminals |
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| 4 | jews, israeli, israel, god, jewish, christians, sin, christian, palestinians, christianity |
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| SOTA Transformer-based Topic Models | :compass: [](https://x-tabdeveloping.github.io/turftopic/s3/), :key: [KeyNMF](https://x-tabdeveloping.github.io/turftopic/KeyNMF/), :gem: [GMM](https://x-tabdeveloping.github.io/turftopic/GMM/), [Clustering Models](https://x-tabdeveloping.github.io/turftopic/GMM/), [CTMs](https://x-tabdeveloping.github.io/turftopic/ctm/), [FASTopic](https://x-tabdeveloping.github.io/turftopic/FASTopic/) |
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| Models for all Scenarios | :chart_with_upwards_trend: [Dynamic](https://x-tabdeveloping.github.io/turftopic/dynamic/), :ocean: [Online](https://x-tabdeveloping.github.io/turftopic/online/), :herb: [Seeded](https://x-tabdeveloping.github.io/turftopic/seeded/), and :evergreen_tree: [Hierarchical](https://x-tabdeveloping.github.io/turftopic/hierarchical/) topic modeling |
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| [Easy Interpretation](https://x-tabdeveloping.github.io/turftopic/model_interpretation/) | :bookmark_tabs: Pretty Printing, :bar_chart: Interactive Figures, :art: [topicwizard](https://github.com/x-tabdeveloping/topicwizard) compatible |
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| [Topic Naming](https://x-tabdeveloping.github.io/turftopic/namers/) | :robot: LLM-based, N-gram Retrieval, :wave: Manual |
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| [Informative Topic Descriptions](https://x-tabdeveloping.github.io/turftopic/vectorizers/) | :key: Keyphrases, Noun-phrases, Lemmatization, Stemming |
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## Basics [(Documentation)](https://x-tabdeveloping.github.io/turftopic/)

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