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Language Modeling on The Pile DM Math (test)

82.14BPB (%)kNN
82.01482.864583.71584.5655May 28, 2026

Evaluation results

MethodLinks
kNNTime Budget (T)=2.0s, Average Selection Size (N*)=172026.0582.14——
HullFTTime Budget (T)=2.0s, Average Selection Size (N*)=222026.0582.58—-0.44
kNNTime Budget (T)=1.75s, Average Selection Size (N*)=152026.0583.31——
SIFTTime Budget (T)=2.0s, Average Selection Size (N*)=132026.0583.97——
HullFTTime Budget (T)=1.75s, Average Selection Size (N*)=192026.0584.12—-0.81
SIFTTime Budget (T)=1.75s, Average Selection Size (N*)=112026.0585.29——
Split ModelModel structure=Split, Total compute budget=720B tokens, Number of parameters=1.3B, ts=340B2026.03—7.81—
Standalone Pretrained ModelModel structure=Standalone, Total compute budget=720B tokens, Number of parameters=1.3B2026.03—8.14—