“You may need a bit of fine-tuning of your probes so that they work on each person's particular fine-tuned model”
EB
Eric Bigelow
"The Cognitive Revolution" ·
LessWrong (Curated & Popular) · "Personas in a Pre-Internet Language Model" by David Africa
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Fine-tuned a pre-1931 base model on period-matched supervised data (SFT) to improve preference coherence
Transitivity violations drop to 1.6% (vs 9% for base) and 0.5% for Lama
“You may need a bit of fine-tuning of your probes so that they work on each person's particular fine-tuned model”
“You need to go into settings in chat GPT and there's a little section called data controls. And then you need to turn off the beautifully named improve the models for everyone.”
“We asked inkling to fine tune itself using tinker. The model wrote its own fine tuning job, ran it and evaluated the result.”
“We have an algorithm that will determine the best model… for 99% of the tasks… we spend $15-$5 million in AI-related spend… frontier models are used only for supervision”
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