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LFM-40B

Liquid AI · 2024-09-30

LFM-40B is Liquid AI's first-generation closed language model announced on September 30, 2024 alongside its 1B and 3B LFMs. Liquid describes it as a roughly 40.3-billion-parameter mixture-of-experts model using about 12 billion activated parameters at inference, built from adaptive linear operators rooted in dynamical systems, signal processing, and numerical linear algebra. The preview was marketed with a 32k-token context and reduced inference-memory growth versus transformer models; Liquid did not release the weights.

Benchmark scores

BenchmarkScore
Artificial Analysis Intelligence Index3.4
GPQA Diamond32.7
Humanity's Last Exam (Text-Only)4.9
LiveCodeBench (Artificial Analysis)9.6
MATH-500 (Artificial Analysis source)48.0
MMLU Pro42.5
SciCode (Artificial Analysis)7.1
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