“You need more pre-training data… give the model a bunch of data and think… transform this data… pre-trained on it would make the model smarter”
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Said on "The Cognitive Revolution"
Eric Bigelow · "The Cognitive Revolution" · How Agents Decide: Goodfire's Eric Bigelow on Critical Tokens, Phase Shifts, & In-Context Learning
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suggest training away sharp forking by reducing biased tokens (e.g., open parenthesis) in the training data
“You need more pre-training data… give the model a bunch of data and think… transform this data… pre-trained on it would make the model smarter”
“We can train rats at a fifth of the price of a trained demining dog… we have demonstrated… we can reduce the cost price per square meter”
“Train, train, train. Repeat, repeat, repeat… Doing once a year check-the-box training… is ineffective.”
“The tokenizer ... thought that solid gold Magikarp was ... a super common word ... but it's also never seen before in the training data.”
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