Statements (46)
Predicate | Object |
---|---|
gptkbp:instanceOf |
transformer model
|
gptkbp:appliesTo |
natural language processing
|
gptkbp:basedOn |
text-to-text framework
|
gptkbp:developedBy |
gptkb:Google_Research
|
gptkbp:hasRelatedPatent |
healthcare
education finance customer service entertainment |
gptkbp:hasResearchInterest |
T5:_Exploring_the_Limits_of_Transfer_Learning_with_a_Unified_Text-to-Text_Transformer
|
gptkbp:hasVariants |
gptkb:T5-large
gptkb:T5-small gptkb:T5-3B gptkb:T5-11B gptkb:T5-base |
https://www.w3.org/2000/01/rdf-schema#label |
T5 architecture
|
gptkbp:introduced |
2019
|
gptkbp:isBasedOn |
encoder-decoder architecture
|
gptkbp:isCompatibleWith |
GPUs
TPUs |
gptkbp:isEvaluatedBy |
gptkb:GLUE_benchmark
gptkb:WMT_benchmark SQuAD benchmark MNLI benchmark TREC benchmark |
gptkbp:isInfluencedBy |
GPT-2
BERT Transformer architecture |
gptkbp:isKnownFor |
flexibility in task formulation
|
gptkbp:isNotableFor |
specific tasks
|
gptkbp:isOpenTo |
available_on_Hugging_Face
|
gptkbp:isPartOf |
NLP_toolkit
|
gptkbp:isSuitableFor |
to larger datasets
|
gptkbp:isTrainedIn |
supervised tasks
unsupervised tasks |
gptkbp:isUsedIn |
question answering
chatbots text summarization text classification translation tasks |
gptkbp:powerOutput |
text sequences
|
gptkbp:providesTrainingFor |
Colossal Clean Crawled Corpus (C4)
|
gptkbp:raisesAwarenessAbout |
various_NLP_tasks
|
gptkbp:supports |
multi-task learning
|
gptkbp:uses |
transfer learning
|
gptkbp:utilizes |
self-attention mechanism
|