Affinda has integrated with OpenAI's GPT family of large language models to enable a seamless and immediate experience when creating new models and when adding new fields to existing models.
With our OpenAI connection, Affinda now offers "one-shot learning," meaning that you only need to provide one annotated example document to start making accurate predictions on subsequent documents.
This means you can begin utilizing the models almost instantly, and their performance will only improve over time. As we transition from OpenAI-generated predictions to Affinda's standard model framework, which delivers faster and more precise results when ample data is available, the quality of results will continue to excel.
Affinda may leverage OpenAI's technology in the following scenarios:
- Creating a new custom extractor.
- Adding a new custom field to one of Affinda's standard extractors, such as invoices.
No data is shared with OpenAI when using our 'off-the-shelf' models
We do not share any data with OpenAI for model training if you are using our standard models (e.g. resume, job description, passports, etc.), even if you have given consent
As Affinda utilizes OpenAI's technology, we value your consent to utilize this integration. Customers have the option to opt-out when creating new Collections or through the Collection Settings page at any time if they prefer Affinda not to send documents to OpenAI.
Opting out of using OpenAI does not restrict the creation of custom extractors or fields
However, it does require customers to manually label all data in the initial set of documents (approximately 50) before an Affinda model can be created without any predictions provided. This may increase the manual effort required
For more information on creating custom models or adding custom fields to a standard extractor, please get in touch.