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TLDR AI

WHAT WE LEARNED TRYING TO DIFF BASE AND CHAT MODELS AND WHY IT MATTERS

Researchers compared raw AI models with their chat-trained versions to understand what safety training actually changes inside the model—like finding the "off-limits" neurons that make a model refuse harmful requests. They discovered that Anthropic's standard comparison technique was hallucinating thousands of fake differences, but their BatchTopK fix revealed real interpretable safety circuits like refusal detection and stereotype filtering, capturing 88% of behavioral changes versus just 60% for the broken method.

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