Statements (60)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
Natural Language Processing Task
|
| gptkbp:challenge |
Ambiguity
Domain Adaptation Data Sparsity Class Imbalance Explainability Multiclass Classification Multilabel Classification Noisy Labels |
| gptkbp:hasMethod |
gptkb:Naive_Bayes
gptkb:CNN gptkb:Support_Vector_Machine gptkb:Transformers gptkb:LSTM gptkb:BERT gptkb:Random_Forest Logistic Regression Deep Learning |
| https://www.w3.org/2000/01/rdf-schema#label |
Text Classification
|
| gptkbp:includesMetric |
gptkb:Recall
Precision Accuracy F1 Score Confusion Matrix ROC-AUC |
| gptkbp:input |
Text Document
|
| gptkbp:output |
Probability Distribution
Class Label |
| gptkbp:relatedTo |
gptkb:TF-IDF
gptkb:Machine_Learning gptkb:Unsupervised_Learning Bag of Words Feature Extraction Text Preprocessing Word Embeddings Supervised Learning Evaluation Metrics Label Imbalance Semi-supervised Learning |
| gptkbp:trainer |
gptkb:SST-2
gptkb:AG_News gptkb:DBpedia_Ontology_Classification gptkb:Emotion_Dataset gptkb:IMDb_Reviews gptkb:Reuters-21578 gptkb:Yelp_Reviews gptkb:20_Newsgroups gptkb:Amazon_Reviews gptkb:TREC |
| gptkbp:usedIn |
Sentiment Analysis
Customer Feedback Analysis Spam Detection Document Categorization Email Filtering Intent Detection News Categorization Topic Labeling Toxicity Detection |
| gptkbp:bfsParent |
gptkb:Large_Language_Models
|
| gptkbp:bfsLayer |
5
|