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ResearchFormerly WizWand

Language Modeling on Common Knowledge (CK)

64.5Avg-CK ScorePretraining with Memories
45.15650.17855.260.222Sep 29, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Pretraining with MemoriesAnchor model=1.4B, Initialization=C1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(768,256,16,0), Bank size=21.1B, Fetch size=153M, Retrieval Mode=Fetched2025.0964.5
Pretraining with MemoriesAnchor model=1.4B, Initialization=C1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(768,256,16,0), Bank size=21.1B, Fetch size=153M, Retrieval Mode=Generic2025.0964.4
Baseline Anchor ModelAnchor model=1.4B, Initialization=Scratch, Seen tokens=1.1T, Cotrain anchor=n/a, Memory config=(0,0,0,0), Bank size=0, Fetch size=0, Retrieval Mode=Generic2025.0961.2
Pretraining with MemoriesAnchor model=410M, Initialization=B1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(512,128,32,0), Bank size=12.7B, Fetch size=50M, Retrieval Mode=Fetched2025.0956.1
Pretraining with MemoriesAnchor model=410M, Initialization=B1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(512,128,32,0), Bank size=12.7B, Fetch size=50M, Retrieval Mode=Generic2025.0955.5
Baseline Anchor ModelAnchor model=410M, Initialization=Scratch, Seen tokens=2.2T, Cotrain anchor=n/a, Memory config=(0,0,0,0), Bank size=0, Fetch size=0, Retrieval Mode=Generic2025.0953.2
Baseline Anchor ModelAnchor model=410M, Initialization=Scratch, Seen tokens=1.1T, Cotrain anchor=n/a, Memory config=(0,0,0,0), Bank size=0, Fetch size=0, Retrieval Mode=Generic2025.0952.3
Pretraining with MemoriesAnchor model=160M, Initialization=A1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(256,64,16,0), Bank size=4.6B, Fetch size=18M, Retrieval Mode=Fetched2025.0948.7
Pretraining with MemoriesAnchor model=160M, Initialization=A1, Seen tokens=+1.1T, Cotrain anchor=Yes, Memory config=(256,64,16,0), Bank size=4.6B, Fetch size=18M, Retrieval Mode=Generic2025.0947.9
Pretraining with MemoriesAnchor model=160M, Initialization=A1, Seen tokens=+1.1T, Cotrain anchor=No, Memory config=(256,64,16,0), Bank size=4.6B, Fetch size=18M, Retrieval Mode=Fetched2025.0947.4
Pretraining with MemoriesAnchor model=160M, Initialization=A1, Seen tokens=+1.1T, Cotrain anchor=No, Memory config=(256,64,16,0), Bank size=4.6B, Fetch size=18M, Retrieval Mode=Generic2025.0946.6
Baseline Anchor ModelAnchor model=160M, Initialization=Scratch, Seen tokens=2.2T, Cotrain anchor=n/a, Memory config=(0,0,0,0), Bank size=0, Fetch size=0, Retrieval Mode=Generic2025.0946.6
Baseline Anchor ModelAnchor model=160M, Initialization=Scratch, Seen tokens=1.1T, Cotrain anchor=n/a, Memory config=(0,0,0,0), Bank size=0, Fetch size=0, Retrieval Mode=Generic2025.0945.9