Limits RegistryPUBLIC RECORDLimits RegistryResearch Console →Empirical neural language-model loss scaling with model size, dataset size, and compute in the studied regime.
The question, scope, and sources behind this Registry record.
Under the recorded transformer systems and scaling model, establish L(N,D,C) follows fitted power laws.
Current frontiers derived from accepted Claims.
An observed or demonstrated result; no opposing bound is implied.
Assertions tied to evidence, attribution, and review.
The frontier as it changed over time.
Only accepted Claims matching the current specification contribute to the displayed bounds. Strict inequalities remain open; contradictory Claims require editorial review.
No accepted machine-checked reproductions are recorded for this Limit.
Limits Registry. LR-003629. Kaplan language-model scaling frontier. 2026.