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Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning
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install.packages("text")

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library("remotes")
install_github("cran/text")

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library("remotes")
install_version("text", "1.2.1")



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library("text")
Maintained by
Oscar Kjell
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-11-23
Latest Update: 2023-08-09
Description:
Link R with Transformers from Hugging Face to transform text variables to word embeddings; where the word embeddings are used to statistically test the mean difference between set of texts, compute semantic similarity scores between texts, predict numerical variables, and visual statistically significant words according to various dimensions etc. For more information see<https://www.r-text.org>.
How to cite:
Oscar Kjell (2020). text: Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning. R package version 1.2.1, https://cran.r-project.org/web/packages/text
Previous versions and publish date:
0.9.0 (2020-11-23 10:30), 0.9.10 (2020-12-14 10:50), 0.9.50 (2022-02-13 00:10), 0.9.90 (2022-05-30 13:20), 0.9.99.2 (2022-09-21 00:00), 1.0 (2023-08-09 18:40), 1.2.0 (2024-02-13 21:51)
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Functions, R codes and Examples using the text R package
Some associated functions: DP_projections_HILS_SWLS_100 . Language_based_assessment_data_3_100 . Language_based_assessment_data_8 . PC_projections_satisfactionwords_40 . centrality_data_harmony . find_textrpp . find_textrpp_env . raw_embeddings_1 . textCentrality . textCentralityPlot . textClassify . textDescriptives . textDimName . textDistance . textDistanceMatrix . textDistanceNorm . textEmbed . textEmbedLayerAggregation . textEmbedRawLayers . textEmbedReduce . textEmbedStatic . textFineTuneTask . textGeneration . textModelLayers . textModels . textModelsRemove . textNER . textPCA . textPCAPlot . textPlot . textPredict . textPredictAll . textPredictTest . textProjection . textProjectionPlot . textQA . textSimilarity . textSimilarityMatrix . textSimilarityNorm . textSum . textTokenize . textTrain . textTrainLists . textTrainRandomForest . textTrainRegression . textTranslate . textWordPrediction . textZeroShot . textrpp_initialize . textrpp_install . textrpp_uninstall . word_embeddings_4 . 
Some associated R codes: 0_0_1_text_initialize.R . 0_0_text_install.R . 0_1_globals.R . 0_2_privateFunctions.R . 0_3_textModels.R . 1_0_textDescriptives.R . 1_1_textEmbed.R . 1_2_textEmbedStatic.R . 1_3_textEmbedReduce.R . 2_1_textTrain.R . 2_2_textTrainRegression.R . 2_3_textTrainRandomForest.R . 2_4_textPredict.R . 3_1_textSimilarity.R . 4_0_textPlot.R . 4_1_textPlotCentrality.R . 4_2_textPlotPCA.R . 4_3_textPlotProjection.R . 4_4_textPlotWordPrediction.R . 5_1_textClassify.R . 5_2_textGeneration.R . 5_3_textNER.R . 5_4_textSum.R . 5_5_textQA.R . 5_6_textTranslate.R . 5_7_textZeroShot.R . 6_1_textFineTune.R . ExampleDataDescription.R . zzz.R .  Full text package functions and examples
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