Layout LM

GPTKB entity

Statements (55)
Predicate Object
gptkbp:instance_of gptkb:Model
gptkbp:application invoice processing
form processing
receipt processing
gptkbp:architecture gptkb:Transformers
gptkbp:community_support active
gptkbp:developed_by gptkb:Microsoft
gptkbp:evaluates F1 score
accuracy
gptkbp:feature contextual embeddings
document layout analysis
fine-tuning capability
layout-aware representation
multi-modal input
sequence labeling
token classification
https://www.w3.org/2000/01/rdf-schema#label Layout LM
gptkbp:influenced_by gptkb:BERT
gptkb:Ro_BERTa
gptkb:XLNet
gptkb:Vi_T
gptkbp:input_output structured data
text and layout information
Text and Layout
gptkbp:is_a_framework_for gptkb:Tensor_Flow
gptkb:Py_Torch
gptkbp:is_cited_in ar Xiv:1912.13318
gptkbp:is_tasked_with Document Understanding
gptkbp:is_trained_in large document datasets
Document Images
gptkbp:language English
gptkbp:license MIT License
gptkbp:performance state-of-the-art
gptkbp:provides_information_on gptkb:Doc_VQA
gptkb:FUNSD
gptkb:RVL-CDIP
gptkb:TREC-IS
publicly available datasets
SROIE
gptkbp:related_to gptkb:Computer_Vision
Optical Character Recognition (OCR)
Natural Language Processing (NLP)
gptkbp:release_date gptkb:2020
gptkbp:repository gptkb:Git_Hub
gptkbp:successor gptkb:Layout_LMv2
gptkbp:training supervised learning
gptkbp:type gptkb:AI_technology
gptkbp:used_for document understanding
gptkbp:user_base gptkb:developers
gptkb:researchers
business analysts
data scientists
AI practitioners
gptkbp:bfsParent gptkb:Super_GLUE_benchmark
gptkbp:bfsLayer 5