Layout LMv2

GPTKB entity

Statements (63)
Predicate Object
gptkbp:instance_of gptkb:Model
gptkbp:applies_to forms and invoices
gptkbp:architecture gptkb:Transformers
gptkbp:based_on gptkb:Transformers
gptkbp:can_be_used_in NLP tasks
gptkbp:can_handle noisy data
gptkbp:collaborated_with academic institutions
gptkbp:developed_by gptkb:Microsoft
key-value pairs
gptkbp:enhances information extraction
gptkbp:has multi-task learning capabilities
gptkbp:has_achieved state-of-the-art results
https://www.w3.org/2000/01/rdf-schema#label Layout LMv2
gptkbp:improves OCR performance
gptkbp:input_output structured information
text and layout information
Text and Layout
gptkbp:is_adopted_by various industries
gptkbp:is_applied_in data extraction tasks
gptkbp:is_available_on gptkb:Hugging_Face_Model_Hub
gptkbp:is_compatible_with gptkb:Tensor_Flow
gptkb:Py_Torch
gptkbp:is_designed_for real-world applications
gptkbp:is_documented_in research papers
technical reports
gptkbp:is_enhanced_by transfer learning
gptkbp:is_evaluated_by F1 score
accuracy and efficiency
benchmark datasets
gptkbp:is_featured_in AI conferences
gptkbp:is_influenced_by gptkb:Layout_LM
gptkbp:is_integrated_with other AI tools
gptkbp:is_optimized_for low-resource settings
gptkbp:is_part_of AI research initiatives
AI development projects
NLP toolkit
Layout LM family
gptkbp:is_promoted_by gptkb:Microsoft_Research
gptkbp:is_recognized_as a leading model in document AI.
gptkbp:is_recognized_for innovation in AI
gptkbp:is_supported_by community contributions
open-source community
gptkbp:is_tasked_with Document Understanding
gptkbp:is_tested_for real-world datasets
gptkbp:is_trained_in large-scale datasets
document images
Document Images
gptkbp:is_used_for form understanding
gptkbp:is_used_in research and industry
gptkbp:is_used_to automate data entry
gptkbp:is_utilized_in automated workflows
gptkbp:performance other models
gptkbp:provides contextual embeddings
gptkbp:release_date gptkb:2021
gptkbp:successor gptkb:Layout_LM
gptkb:Layout_LMv3
gptkbp:supports fine-tuning
multi-modal inputs
gptkbp:tuning specific tasks
gptkbp:used_for document understanding
gptkbp:utilizes visual features
gptkbp:bfsParent gptkb:Super_GLUE_benchmark
gptkbp:bfsLayer 5