Indian Flag
Government Of India
A-
A
A+

LayoutLMv3 - Multimodal Document AI

A pre-trained multimodal Transformer model for document AI, integrating unified text and image masking for tasks such as form understanding, receipt processing, and document layout analysis.

About Model

LayoutLMv3 is a pre-trained multimodal Transformer designed for document AI, utilizing unified text and image masking to enhance document understanding. Its unified architecture and training objectives make it a versatile, general-purpose model that can be fine-tuned for both text-centric and image-centric tasks. These include form and receipt understanding, document visual question answering, document layout analysis, and classification. Developed as an improvement over its predecessors, LayoutLMv3 is well-suited for applications in OCR, automated document processing, and AI-driven document workflows.

LayoutLMv3 - Multimodal Document AI

Metadata Metadata

Attribution-Non-Commercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)

Yiheng Xu, Minghao Li, Lei Cui, Shaohan Huang, Furu Wei, Ming Zhou

Transformers

Other

Open

Sector Agnostic

20/08/25 11:44:40

0

Activity Overview Activity Overview

  • Downloads0
  • Redirect 7
  • Views 461
  • File Size 0

Tags Tags

  • Transformers
  • PyTorch
  • tensorflow
  • ONNX
  • safetensors
  • English
  • layoutlmv3
  • inference endpoints

License Control License Control

Attribution-Non-Commercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)

More Models from Microsoft Corporation (India) Pvt. Ltd. More Models from Microsoft Corporation (India) Pvt. Ltd.

TAPEX: Large SQL Execution Model (Table Pre-training via Learning a Neural SQL Executor)
A large-sized TAPEX model pre-trained to simulate neural SQL execution, enabling the execution of SQL queries on given tables.
Transformers
SQLExecution
PreTrainedModel
TAPEX
DataRetrieval
NeuralExecutor
BART
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views143
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Large Model (Table Pre-training via Learning a Neural SQL Executor)
A large-sized pre-trained model designed to enhance table-based question answering and fact verification tasks.
BART
TableQuestionAnswering
FactVerification
PreTrainedModel
LargeModel
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views96
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: TabFact Data enabled Large Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A large-sized TAPEX model fine-tuned on the TabFact dataset, designed to enhance performance in table-based fact verification tasks.
FactVerification
NaturalLanguageProcessing
Transformers
BART
DataValidation
FineTunedModel
TabFact
TAPEX
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views73
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX (Table Pre-training via Learning a Neural SQL Executor) Large Finetuned Model
A large-sized TAPEX model fine-tuned on the WikiTableQuestions dataset, designed to enhance performance in table-based question answering tasks.
TAPEX
TableQuestionAnswering
NaturalLanguageProcessing
Transformers
BART
DataExtraction
FineTunedModel
WikiTableQuestions
  • See Upvoters0
  • Downloads2
  • File Size0
  • Views96
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Base Model (Table Pre-training via Learning a Neural SQL Executor)
A base-sized pre-trained model designed to enhance table-based question answering and fact verification tasks.
BART
TableQuestionAnswering
FactVerification
PreTrainedModel
TabularData
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views69
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: WikiTable Questions Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the WikiTableQuestions dataset, designed to enhance performance in table-based question answering tasks.
NaturalLanguageProcessing
TableQuestionAnswering
TAPEX
WikiTableQuestions
FineTunedModel
DataExtraction
BART
Transformers
  • See Upvoters0
  • Downloads3
  • File Size0
  • Views81
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: WikiSQL Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A large-sized TAPEX model fine-tuned on the WikiSQL dataset, optimized for translating natural language questions into SQL queries for effective table-based question answering.
Transformers
NaturalLanguageProcessing
SQLQueryGeneration
TAPEX
WikiSQL
FineTunedModel
DataRetrieval
BART
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views82
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: TabFact Data enabled Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the TabFact dataset, tailored for verifying the factual accuracy of textual statements against tabular data.
FactVerification
TAPEX
TabFact
FineTunedModel
DataValidation
BART
Transformers
NaturalLanguageProcessing
  • See Upvoters0
  • Downloads4
  • File Size0
  • Views74
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

TAPEX: Base Finetuned (Table Pre-training via Learning a Neural SQL Executor) Model
A base-sized TAPEX model fine-tuned on the WikiSQL dataset, designed to enhance performance in table-based question answering tasks.
DataExtraction
NaturalLanguageProcessing
Transformers
BART
TableQuestionAnswering
FineTunedModel
WikiSQL
TAPEX
  • See Upvoters0
  • Downloads5
  • File Size0
  • Views104
Updated 7 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.

BiomedBERT - Domain-Specific Biomedical Language Model
A biomedical NLP model pre-trained from scratch on abstracts and full-text articles from PubMed and PubMed Central, achieving state-of-the-art performance on biomedical language understanding tasks.
Transformers
inference endpoints
exbert
Bert
English
JAX
PyTorch
Fill-Mask
  • See Upvoters0
  • Downloads72
  • File Size0
  • Views967
Updated 10 month(s) ago

MICROSOFT CORPORATION (INDIA) PVT. LTD.