English BertForSequenceClassification Base Cased model (from cffl)

Description

Pretrained BertForSequenceClassification model, adapted from Hugging Face and curated to provide scalability and production-readiness using Spark NLP. bert-base-styleclassification-subjective-neutral is a English model originally trained by cffl.

Predicted Entities

NEUTRAL, SUBJECTIVE

Download Copy S3 URI

How to use

documentAssembler = DocumentAssembler() \
        .setInputCol("text") \
        .setOutputCol("document")

tokenizer = Tokenizer() \
    .setInputCols("document") \
    .setOutputCol("token")

sequenceClassifier_loaded = BertForSequenceClassification.pretrained("bert_classifier_base_styleclassification_subjective_neutral","en") \
    .setInputCols(["document", "token"]) \
    .setOutputCol("class")

pipeline = Pipeline(stages=[documentAssembler, tokenizer,sequenceClassifier_loaded])

data = spark.createDataFrame([["PUT YOUR STRING HERE"]]).toDF("text")

result = pipeline.fit(data).transform(data)

val documentAssembler = new DocumentAssembler() 
          .setInputCol("text") 
          .setOutputCol("document")

val tokenizer = new Tokenizer() 
    .setInputCols(Array("document"))
    .setOutputCol("token")

val sequenceClassifier_loaded = BertForSequenceClassification.pretrained("bert_classifier_base_styleclassification_subjective_neutral","en") 
    .setInputCols(Array("document", "token")) 
    .setOutputCol("class")

val pipeline = new Pipeline().setStages(Array(documentAssembler, tokenizer,sequenceClassifier_loaded))

val data = Seq("PUT YOUR STRING HERE").toDF("text")

val result = pipeline.fit(data).transform(data)

import nlu
nlu.load("en.classify.bert.base.by_cffl").predict("""PUT YOUR STRING HERE""")

Model Information

Model Name:	bert_classifier_base_styleclassification_subjective_neutral
Compatibility:	Spark NLP 4.2.0+
License:	Open Source
Edition:	Official
Input Labels:	[document, token]
Output Labels:	[class]
Language:	en
Size:	410.0 MB
Case sensitive:	true
Max sentence length:	256

References

https://huggingface.co/cffl/bert-base-styleclassification-subjective-neutral
https://arxiv.org/pdf/1911.09709.pdf
https://arxiv.org/pdf/1703.01365.pdf
https://github.com/openai/gpt-2/blob/master/model_card.md#out-of-scope-use-cases
https://github.com/fastforwardlabs/text-style-transfer/blob/main/scripts/train/classifier/train_classifier.py
https://github.com/fastforwardlabs/text-style-transfer/blob/main/notebooks/WNC_full_style_classifier_evaluation.ipynb

PREVIOUSEnglish BertForSequenceClassification Base Cased model (from baykenney)

NEXTSwedish BertForSequenceClassification Base Cased model (from marma)