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Deep dive: small vs large language models for token classification

Check out this talk from Ander Steele, Head of AI at Tonic.ai, which was first presented at ODSC East in Boston, and explores the evolving landscape of named entity recognition (NER); specifically comparing the performance of small language models versus large language models for token classification tasks.

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Deep dive: small vs large language models for token classification

Technical deep dive
Technical deep dive
Data de-identification
Generative AI
Tonic Textual

Demo: fine-tuning LLMs with Tonic Textual

Data de-identification
Data de-identification
Generative AI
Tonic Textual

Evaluating open-source tools for data masking

Data de-identification
Data de-identification
Test data management
Data privacy
Tonic Structural
Tonic Textual

Tonic.ai product updates: May 2025

Product updates
Product updates
Tonic Ephemeral
Tonic Structural
Tonic Textual
Tonic Fabricate

Introducing audio synthesis for Tonic Textual: actionable audio, privacy protected

Product updates
Product updates
Data privacy
Tonic Textual

Why your competitors are investing in Tonic.ai—and why you should, too

Test data management
Test data management
Data privacy
Tonic Structural
Tonic Textual
Tonic Ephemeral

AI data breaches in healthcare: protecting patient privacy & trust

Data de-identification
Data de-identification
Data privacy
Generative AI
Healthcare
Tonic Structural
Tonic Textual

Tonic Textual is now on the Databricks Marketplace: unstructured data, meet easy ingestion

Product updates
Generative AI
Product updates
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Webinar highlights: Accelerating domain-specific AI model training with private data

Data privacy
Data privacy
Generative AI
Healthcare
Data de-identification
Tonic Structural
Tonic Textual

Tonic.ai product updates: March 2025

Product updates
Tonic.ai editorial
Product updates
Tonic Ephemeral
Tonic Structural
Tonic Textual
Tonic Validate

Optimizing modern software testing strategies with better test data

Technical deep dive
Technical deep dive
Tonic Structural
Tonic Fabricate

Tonic.ai product updates: December 2024

Product updates
Tonic.ai editorial
Product updates
Tonic Ephemeral
Tonic Structural
Tonic Textual
Tonic Validate

Build better and faster with quality test data today.

Unblock data access, turbocharge development, and respect data privacy as a human right.
Accelerate development with high-quality, privacy-respecting synthetic test data from Tonic.ai.Boost development speed and maintain data privacy with Tonic.ai's synthetic data solutions, ensuring secure and efficient test environments.