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General Performance on Aggregated LLM Evaluation Suite

47.9Average ScoreBTX
31.46835.7344044.266Mar 12, 2024

Evaluation results

MethodLinks
BTXActive Experts (Top-k)=22024.0347.9
BTXActive Experts (Top-k)=1, Sampling Strategy=Sample2024.0347.3
Sparse upcyclingTraining Context=Data-Matching (DM), Active Experts (Top-k)=22024.0346.3
LLAMA-2Model Size=13B2024.0345.4
DenseTraining Context=Data-Matching (DM)2024.0344.5
BTMActive Experts (Top-k)=22024.0343.4
BTMActive Experts (Top-k)=12024.0343.1
LLAMA-2Model Size=7B2024.0340.7
CODELLAMAModel Size=7B2024.0337.9
LLEMMAModel Size=7B2024.0332.1