Overview

Comprehend-it is a next-generation text classification model designed for zero-shot, multi-label categorization with output scoring. Model performing well in zero-shot setting, processing classes it hasn’t seen during training.

Possible use cases of the model:

• Text classification
• Reranking of search results
• Named-entity recognition
• Relation extraction
• Entity linking
• Question-answering

“Zero-Shot” means that without specific prior training on particular topics, Comprehend-it can analyze and classify any text across a wide range of subjects into thousands of distinct categories. It has notably surpassed 87% accuracy for our enterprise clients in industries like finance, retail, and healthcare. Additionally, it has been recognized as the best model for scientific literature review by the ISCB and FDA.

Each classification result comes with a confidence score, offering a reliable indicator of precision to guide your trust in automation and indicate when a manual review may be necessary.

Top Case Studies:

• Customer sentiment analysis;
• User intention definition;
• Scientific literature review;
• Product categorization;
• Data collection for market research;
• Content moderation;
• Spam detection;
• Lead qualification;
• Real estate categorization;

Benchmark

Below, you can see the F1 score on several text classification datasets. All tested models were not fine-tuned on those datasets and were tested in a zero-shot setting.

Key features:

• Multi-label classification
• Supports zero-shot and few-shot learning
• 100K token capacity
• 184K model size
• Multilingual support
• Provides logical reasoning for classification outputs

Resources

API documentation - https://docs.knowledgator.com/docs/api-reference/comprehend-it-api

Give a try in AI Playground, without registration: https://playground.knowledgator.com/comprehend-it

Fine-tuning: https://docs.knowledgator.com/docs/support

Support 24/7

1. Documentation: for in-depth information on our API, its functionalities, and integration guidelines, please refer to our extensive documentation.
2. Discord: encounter an issue or have a question? Join our Discord channel for rapid assistance and engage with our community and support team.
3. Email: feel more comfortable communicating via email? Reach out to us at info@knowledgator.com, and we’ll be happy to help with any queries you might have.
4. Our website