Scaling Laws for Looped Mixture of Experts

Benchmark Model Rank Results
common-sense-reasoning-on-winograndeA0.3B-1.3B LoopMoE (R=4)–Accuracy: 64.4
multiple-choice-question-answering-mcqa-on-arc-cA0.3B-1.3B LoopMoE (R=5)–Accuracy: 47.5
multiple-choice-question-answering-mcqa-on-arc-eA0.3B-1.3B LoopMoE (R=5)–Accuracy: 64.3
question-answering-on-natural-questionsA0.3B-1.3B LoopMoE (R=5)–EM: 9.9
question-answering-on-piqaA0.3B-1.3B LoopMoE (R=5)–Accuracy: 74.0
sentence-completion-on-hellaswagA0.3B-1.3B LoopMoE (R=5)–Accuracy: 63.1