Layout LM

GPTKB entity

Statements (55)
Predicate Object
gptkbp:instance_of gptkb:Model
gptkbp:bfsLayer 4
gptkbp:bfsParent gptkb:Super_GLUE_benchmark
gptkbp:application invoice processing
form processing
receipt processing
gptkbp:architectural_style gptkb:Transformers_character
gptkbp:community_support active
gptkbp:developed_by gptkb:Microsoft
gptkbp:features 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:Vi_T
Ro BER Ta
XL Net
gptkbp:input_output structured data
text and layout information
Text and Layout
gptkbp:is_a_framework_for gptkb:Graphics_Processing_Unit
gptkb:Py_Torch
gptkbp:is_cited_in ar Xiv:1912.13318
gptkbp:is_evaluated_by F1 score
accuracy
gptkbp:is_tasked_with Document Understanding
gptkbp:is_used_for document understanding
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:viewpoint
Optical Character Recognition (OCR)
Natural Language Processing (NLP)
gptkbp:release_date gptkb:2020
gptkbp:repository gptkb:archive
gptkbp:successor Layout L Mv2
gptkbp:training supervised learning
large document datasets
Document Images
gptkbp:type gptkb:software_framework
gptkbp:user_base gptkb:physicist
gptkb:software
business analysts
data scientists
AI practitioners