“We audit how we assess understanding of the outputs that were produced... if they can't explain why they built the model that way, that's what we're looking for.”
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Said on Unsupervised Learning with Jacob Effron
Eric Bigelow · "The Cognitive Revolution" · How Agents Decide: Goodfire's Eric Bigelow on Critical Tokens, Phase Shifts, & In-Context Learning
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Generate many resampled outputs for the same prompt and analyze patterns to understand model decision landscape
“We audit how we assess understanding of the outputs that were produced... if they can't explain why they built the model that way, that's what we're looking for.”
“I think we've seen a pattern of employees being evaluated on AI usage… tracking usage of tools is the absolute wrong way of going about evaluating output.”
“The whole edit is a text file… the same command makes the 30 and 60 and the landscape versions from the same take.”
“So the first people I hired were basically data scientists. So we really wanted to understand how can we actually try to find insights and patterns out of the data.”
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