L1 Series
L1
November 2025
Continual post-training with Forget-Me-Not: experience replay and self-generated preference data. Improves preference alignment and low-resource language performance without regressing STEM capability on the base.
Benchmarks
#1
Arena Hard v2 · among reported models
92.45
IFEval · instruction following
+35.4 pts
BritXNLI · vs BritLLM
All values in %. Locai L1-Large compared against the leading closed and open models reported for each benchmark. Sources: Arena Hard v2 (GPT-4.1 judge), IFBench, IFEval, GSM Plus, GPQA Diamond, AgentHarm, BritXNLI and CensorTest.
Go deeper into the science
Read our research focus on continual learning, our patents, and the full technical story behind Forget-Me-Not.
