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Teaching AI to Recognise Documents It Has Never Seen: Few-Shot Learning in Identity Verification

Written by
James Ferryman
Posted on
23rd September 2026

There are thousands of different identity document types in circulation worldwide — passports, national identity cards, residence permits, driving licences — issued by nearly two hundred countries, each with its own design, security features, and bio…

Teaching AI to Recognise Documents It Has Never Seen: Few-Shot Learning in Identity Verification

Foundation Models Come to Biometrics: What GPT-Scale AI Means for Identity Verification

Written by
James Ferryman
Posted on
9th September 2026

The arrival of large language models fundamentally changed how people think about AI. Instead of training a specialist model for each task from scratch, a single enormous model trained on vast quantities of data could be adapted to perform a remarkab…

Foundation Models Come to Biometrics: What GPT-Scale AI Means for Identity Verification

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