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Mathematical Reasoning on Math Evaluation Suite

28.1Math ScoreSparse upcycling
7.312.718.123.5Mar 12, 2024

Evaluation results

MethodLinks
Sparse upcyclingTraining Context=Data-Matching (DM), Active Experts (Top-k)=22024.0328.1
LLEMMAModel Size=7B2024.0328
BTXActive Experts (Top-k)=22024.0327.4
BTXActive Experts (Top-k)=1, Sampling Strategy=Sample2024.0326.4
BTMActive Experts (Top-k)=22024.0321.5
BTMActive Experts (Top-k)=12024.0321.3
DenseTraining Context=Data-Matching (DM)2024.0318.3
LLAMA-2Model Size=13B2024.0316.3
LLAMA-2Model Size=7B2024.038.6
CODELLAMAModel Size=7B2024.038.1