An email-based workflow using OCR and an LLM can automate part of administrative form filling, with the best tested model filling 16 of 29 fields correctly and reducing estimated per-form cost by 64 percent.
Field Label Prediction for Autofill in Web Browsers
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abstract
Automatic form fill is an important productivity related feature present in major web browsers, which predicts the field labels of a web form and automatically fills values in a new form based on the values previously filled for the same field in other forms. This feature increases the convenience and efficiency of users who have to fill similar information in fields in multiple forms. In this paper we describe a machine learning solution for predicting the form field labels, implemented as a web service using Azure ML Studio.
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cs.HC 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
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Email as the Interface to Generative AI Models: Seamless Administrative Automation
An email-based workflow using OCR and an LLM can automate part of administrative form filling, with the best tested model filling 16 of 29 fields correctly and reducing estimated per-form cost by 64 percent.