“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 models with LoRa adapters (rank 16) on 2,000 rows per arm, one epoch, using BF16 precision
4 training seeds per arm, 50 answers per 16 held-out questions at temperature 1 (800 answers per run)
“You may need a bit of fine-tuning of your probes so that they work on each person's particular fine-tuned model”
“Model portfolio is 16.4% per annum versus the SPDR200, 7.5%... QAV light portfolio is 21.8% per annum versus 9.2%”
“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 a bunch of fine-tuned models ourselves too… making us more innovative… couldn’t do with the frontier models because of cost and efficiency reasons”
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