Neural language modeling

GPTKB entity

Statements (30)
Predicate Object
gptkbp:instanceOf Natural language processing technique
gptkbp:enables Language understanding
Contextual word representations
Text completion
gptkbp:goal Predict next word in sequence
https://www.w3.org/2000/01/rdf-schema#label Neural language modeling
gptkbp:improves Perplexity of language models
gptkbp:input Text sequences
gptkbp:notableModel gptkb:ELMo
gptkb:LSTM
gptkb:BERT
gptkb:GPT
gptkbp:output Probability distribution over vocabulary
gptkbp:popularizedBy gptkb:Yoshua_Bengio
2003
gptkbp:relatedTo gptkb:Statistical_language_modeling
Deep learning
Sequence modeling
gptkbp:requires Large datasets
High computational resources
gptkbp:usedIn Speech recognition
Machine translation
Text generation
Text classification
gptkbp:uses gptkb:Transformer_models
gptkb:Recurrent_neural_networks
Neural networks
Word embeddings
gptkbp:bfsParent gptkb:Language_modeling
gptkbp:bfsLayer 7