InterpretabilityResearch

Reflections on Qualitative Research

Mar 8, 2024
Read Transformer Circuits

This note offers some opinionated thoughts on why interpretability research may have qualitative aspects be more central than we're used to in other fields. It also aims to describe some heuristics for research taste in qualitative work.

Related content

Automated researchers can reliably mitigate alignment failures

We had Claude autonomously train models to improve their performance on several public benchmarks that measure 10 categories of alignment failure. For all 10, Claude found fixes that improved the target benchmarks without degrading capabilities.

Read more

Enabling independent research on how people use Claude

Earlier this year, we ran a pilot giving external researchers access to aggregate, real-world Claude usage data. Three research groups designed their own studies for Anthropic Insights, our privacy-preserving analysis tool. In this post, we share high-level results from those studies and what we learned running this pilot.

Read more

How Claude is accelerating protein design and analytical chemistry

In this post, we share two results that show how Claude can help life scientists increase the pace of their research.

Read more