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For AI teams

Training data for document understanding models

Short answer

Document understanding models need real documents with their outcomes. SourceX sources these from businesses in the U.S., Canada, the EU, the UK, Australia, New Zealand, India, Singapore, South Africa, Latin America, the UAE and Saudi Arabia that own the records, with personal details removed and every release approved by the supplier.

Useful records#

  • Invoices, forms and contracts
  • Redline and approval histories
  • Extracted fields with corrections

Why real business records help#

  • Real layouts and messy scans
  • Corrections show ground truth
  • Variety across years and vendors

How a request works#

  • Describe the records, volume and uses you need
  • SourceX matches suitable suppliers in the U.S., Canada, the EU, the UK, Australia, New Zealand, India, Singapore, South Africa, Latin America, the UAE and Saudi Arabia and runs a rights review
  • A prepared sample is shared under NDA after supplier approval
  • The license sets allowed uses, term and deletion; resale and re-identification are barred

Frequently asked questions

What kinds of business records are used to train document understanding models?

Document understanding models are trained on real documents with their outcomes. Useful records include invoices, forms and contracts, redline and approval histories, and extracted fields with corrections. Corrections show ground truth, and the records vary across years and vendors, which reflects real layouts and messy scans.

What is removed or checked in document records before a model team receives them?

Document understanding models records have personal details removed, and the supplier approves each release. A rights review runs on invoices, forms, contracts and approval histories before a sample is prepared. That sample is shared under NDA only after supplier approval.

How is a document understanding dataset requested, reviewed and licensed for use?

Document understanding models are sourced through a request describing the records, volume and uses you need. SourceX matches suitable suppliers in the U.S., Canada, the EU, the UK, Australia, New Zealand, India, Singapore, South Africa, Latin America, the UAE and Saudi Arabia and runs a rights review. A prepared sample is shared under NDA after supplier approval, and the license sets allowed uses, term and deletion.

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