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pszemraj/BERTopic-summcomparer-gauntlet-v0p1-all-roberta-large-v1-summary

sourceHugging Faceapache-2.0updated 9mo agoView on Hugging Face
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BERTopic-summcomparer-gauntlet-v0p1-all-roberta-large-v1-summary

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

document-dist

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

python
from bertopic import BERTopic
topic_model = BERTopic.load("pszemraj/BERTopic-summcomparer-gauntlet-v0p1-all-roberta-large-v1-summary")

topic_model.get_topic_info()

Topic overview

  • —Number of topics: 25
  • —Number of training documents: 1960

<details> <summary>Click here for an overview of all topics.</summary>

Topic IDTopic KeywordsTopic FrequencyLabel
-1question - it - going - they - she11-1questionitgoingthey
0merging - merge - operations - concept - computation620mergingmergeoperationsconcept
1rainsford - island - sailors - hunted - hunting2081rainsfordislandsailorshunted
2film - films - noir - dissertation - cinema1162filmfilmsnoirdissertation
3patients - predicting - predict - prediction - unsupervised1143patientspredictingpredictprediction
4cogvideo - videos - cogview2 - cog - pretrained1084cogvideovideoscogview2cog
5frozen - sled - snow - princess - hans1085frozensledsnowprincess
6dory - coral - fish - gill - ocean1036dorycoralfishgill
7captions - encoder - image - images - caption1037captionsencoderimageimages
8law - assignments - lectures - assignment - learning998lawassignmentslecturesassignment
9convolutional - segmentation - imaging - pathology - superpixels989convolutionalsegmentationimagingpathology
10enhancement - enhancing - vocoding - vocoder - audio9710enhancementenhancingvocodingvocoder
11tokenization - medical - health - words - embeddings9711tokenizationmedicalhealthwords
12gillis - scene - script - sunset - movie9312gillisscenescriptsunset
13anthony - antony - scene - guy - his9213anthonyantonysceneguy
14topic - projects - sociology - research - students9014topicprojectssociologyresearch
15peter - conversation - asks - questions - cheesy8815peterconversationasksquestions
16sniper - marine - unarmed - combat - trained8616snipermarineunarmedcombat
17communication - apparatus - method - input - embodiment6817communicationapparatusmethodinput
18words - phrases - political - unsupervised - topic2718wordsphrasespoliticalunsupervised
19clustering - similarity - unsupervised - topic - plagiarism2319clusteringsimilarityunsupervisedtopic
20book - novel - father - read - arrives2120booknovelfatherread
21topic - loans - clustering - loan - analyze1921topicloansclusteringloan
22sciences - science - society - research - scientists1622sciencessciencesocietyresearch
23dynamics - situation - quantum - mechanics - note1323dynamicssituationquantummechanics

</details>

hierarchy

hierarchy

Training hyperparameters

  • —calculate_probabilities: True
  • —language: None
  • —low_memory: False
  • —mintopicsize: 10
  • —ngramrange: (1, 1)
  • —nr_topics: None
  • —seedtopiclist: None
  • —topnwords: 10
  • —verbose: True

Framework versions

  • —Numpy: 1.22.4
  • —HDBSCAN: 0.8.29
  • —UMAP: 0.5.3
  • —Pandas: 1.5.3
  • —Scikit-Learn: 1.2.2
  • —Sentence-transformers: 2.2.2
  • —Transformers: 4.29.2
  • —Numba: 0.56.4
  • —Plotly: 5.13.1
  • —Python: 3.10.11