Transformer Architecture

GPTKB entity

Statements (58)
Predicate Object
gptkbp:instance_of gptkb:neural_networks
gptkbp:composed_of Decoder
Encoder
gptkbp:designed_by Vaswani et al.
gptkbp:enables Long-Range Dependencies
gptkbp:has_component gptkb:Feed-Forward_Neural_Network
Multi-Head Attention
Positional Encoding
Residual Connections
Layer Normalization
gptkbp:has_variants gptkb:Transformers
gptkb:BERT
gptkb:GPT
gptkb:T5
gptkb:Distil_BERT
gptkb:Ro_BERTa
gptkb:XLNet
gptkb:Swin_Transformer
ALBERT
https://www.w3.org/2000/01/rdf-schema#label Transformer Architecture
gptkbp:improves Parallelization
gptkbp:influenced_by Attention Mechanism
Sequence-to-Sequence Models
gptkbp:introduced_in gptkb:2017
gptkbp:is_adopted_by gptkb:Microsoft
gptkb:Google
gptkb:Open_AI
gptkb:NVIDIA
gptkb:Facebook
gptkbp:is_applied_in gptkb:translator
Text Generation
Text Summarization
gptkbp:is_documented_in gptkb:Tutorials
gptkb:ar_Xiv
Online Courses
Research Papers
Technical Blogs
gptkbp:is_effective_against Batch Processing
gptkbp:is_evaluated_by BLEU Score
F1 Score
Perplexity
ROUGE Score
gptkbp:is_implemented_in gptkb:Tensor_Flow
gptkb:Py_Torch
gptkbp:is_popular_in Deep Learning Community
gptkbp:is_scalable Large Datasets
gptkbp:is_used_in gptkb:Search_Engines
Chatbots
Recommendation Systems
gptkbp:operational_use Different Tasks
gptkbp:outperforms gptkb:Recurrent_Neural_Networks
gptkbp:security Noise in Data
gptkbp:supports gptkb:stage_adaptation
gptkbp:used_for gptkb:Natural_Language_Processing
gptkbp:uses Self-Attention Mechanism
gptkbp:bfsParent gptkb:Transformers
gptkb:Kevin
gptkbp:bfsLayer 4