Skip to content
Science, DecodedContext Jamming

Paper Reading Lab

Scaling Laws for Neural Language Models

Jared Kaplan, Sam McCandlish, Tom Henighan, Tom B. Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, Dario Amodei · 2020

arXiv preprint (OpenAI)Open paper ↗PDF ↗

Why this paper

It is the paper behind "scaling laws", and its central equations are a single power law you can read with Module 1. It is also a physicist’s paper: it hunts for the few variables that govern behaviour and then fits simple laws to them.

Pass 1 of 8

Research question

What question is the paper trying to answer? Write it as one sentence ending in a question mark.

Where to look: Abstract and the opening of the Introduction

Your read

Background: Module 1, Learning to Read Equations →