MobileMoE: Scaling On-Device Mixture of Experts

Benchmark Model Rank Results
code-generation-on-humanevalMobileMoE-L (922M)–Pass@1: 65.2
code-generation-on-mbppMobileMoE-L (922M)–Accuracy: 52.4
common-sense-reasoning-on-arc-easyMobileMoE-L (922M)–Accuracy: 81.9
common-sense-reasoning-on-winograndeMobileMoE-L (922M)–Accuracy: 66.1
instruction-following-on-ifbenchMobileMoE-L (922M)–Accuracy: 20.1
multiple-choice-question-answering-mcqa-on-gpqa-diamondMobileMoE-L (922M)–Accuracy: 33.8
question-answering-on-boolqMobileMoE-L (922M)–Accuracy: 81.1
question-answering-on-piqaMobileMoE-L (922M)–Accuracy: 78.9
sentence-completion-on-hellaswagMobileMoE-L (922M)–Accuracy: 73.0
social-commonsense-reasoning-on-siqaMobileMoE-L (922M)–Accuracy: 53.4