Forecasting GSM8K Accuracy Within 3 Points Using 5600x Less Compute

josh_wills · x · 2026-11-04

Researchers (via Delphi) turn a benchmark into a series of easier hinted versions; jointly modeling compute scale C and hint level H lets them forecast GSM8K (H=0) accuracy within 3 points from models scoring zero — using 5600x less compute. The idea: build principled low-cost AI analogs of wind tunnels and model organisms so academia can keep advancing AI science in the era of massive compute.

Related event: Stanford's Hinted Scaling Laws Predict GSM8K Accuracy with 1/5600 the Compute(7 posts)→

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