In-context learning and induction heads

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. Earlier this year, we ran a pilot giving external researchers access to aggregate, real-world Claude usage data. Three research groups…
Opening of the original on Anthropic Research
Summary
In-context learning and induction heads
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- In-context learning and induction heads
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