OCR and documentfamily
LayoutLM
Microsoft document AI models pretrained jointly on text, layout and image for forms, receipts and invoice understanding.
Levelfamily
ClassOCR and document
Parametersnot in the notes
Contextnot in the notes
Released31 Dec 2019
Opennessunknown
Runs onnot in the notes
Statusactive
Lineage
LayoutLM document QA (Impira) belongs to this familyOCR and document7 Aug 2022127.79M
LayoutLMv3 belongs to this familyOCR and document18 Apr 2022125.33MLayoutXLM belongs to this familyOCR and document18 Apr 2021LayoutLMv2 belongs to this familyOCR and document29 Dec 2020Where this comes from
Parent and child relations from model cards, Hugging Face base_model fields and the genealogy tables of the research notes. Confidence and evidence are the notes' own.
Industry Use Cases
Finance
eKYC document extractionR&D Topics
Identity
- Developer
- Microsoft AI
- Family
- not in the notes
- Released
- 31 Dec 2019 sourcesannouncement page
- Weights published
- –
- Record checked
- 12 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.
Architecture and Size
- Architecture
- dense transformer
- Total parameters
- – sources
- Active parameters
- –
- Checkpoint parameters
- –
- Note
- LayoutLM v1, v2, v3 and the multilingual LayoutXLM.
- Context length
- not in the notes
- Input
- image
- Output
- text
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).
Openness and Access
- Openness
- unknown
- Licence
- not in the notes sources
- Access routes
- open weights download, cloud marketplace
Where this comes from
The licence file governs over registry tags and aggregator labels.
Deployment
- Runs on
- not in the notes
- Footprint
- not in the notes
- Runtimes
- not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.
Indonesia
- Indonesian support
- not stated
- Regional languages
- not in the notes
- Jakarta hosting
- unknown
- Languages
- not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.
Benchmark Results
The notes record no benchmark result for this model.
Links
DeveloperMicrosoft AIbig tech, USA
Microsoft AIbig tech, USAModelLayoutLMMicrosoft AI, OCR and document
LayoutLMMicrosoft AI, OCR and documentUse CaseseKYC Document ExtractionFinance
Who Runs It
PT Bank Tabungan Negara (BTN)In production, 1 Jul 2026
GrabIn production, 4 Nov 2025Deployments of these use cases; none names this model.
PT Bank Tabungan Negara (BTN)In production, 1 Jul 2026GrabIn production, 4 Nov 2025Deployments of these use cases; none names this model.Use cases 1
Models 4
Organisations 1
Sources
- arxiv.org/abs/1912.13318 https://arxiv.org/abs/1912.13318
- github.com/GoogleCloudPlatform/vertex-ai-samples/tree/ma... https://github.com/GoogleCloudPlatform/vertex-ai-samples/tree/main/notebooks/community/model_garden
- huggingface.co/impira/layoutlm-document-qa https://huggingface.co/impira/layoutlm-document-qa
- huggingface.co/api/models?pipeline_tag=document-question-ans... https://huggingface.co/api/models?pipeline_tag=document-question-answering&sort=downloads&limit=50
- huggingface.co/microsoft/layoutlmv3-base https://huggingface.co/microsoft/layoutlmv3-base
To cite this page: Project AURION, AI Use-Cases Research & Innovation, "LayoutLM", https://aurion.semai.id/models/microsoft-layoutlm/, records of October 2026.