Data Activation Thoughts
21 days ago
- #LLMs
- #healthcare AI
- #data activation
- The competitive edge in data has shifted from simply having proprietary data to effectively activating it for LLMs.
- Data activation involves transforming raw data into a form that LLMs can metabolize, akin to providing enzymes for digestion.
- Healthcare is a primary battleground for AI companies, with significant user engagement in health-related queries on platforms like ChatGPT.
- Recent research demonstrates methods to convert structured medical data into reasoning traces that improve LLM performance in clinical settings.
- Despite progress, challenges remain in verifying the quality and faithfulness of synthetic reasoning traces and scaling improvements to stronger models.