Transcending Scaling Laws with 0.1% Extra Compute

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kU-PaLM–Accuracy: 58.5Parameters (Billion): 540
cross-lingual-question-answering-on-tydiqa-goldpU-PaLM 62B (fine-tuned)–EM: 78.4F1: 88.5
cross-lingual-question-answering-on-tydiqa-goldpU-PaLM-540B (CoT)–EM: 54.6
multi-task-language-understanding-on-mgsmU-PaLM 540B (CoT)–Average (%): 49.9
question-answering-on-strategyqaMinerva 540B–Accuracy: 61.9
question-answering-on-strategyqaPaLM 540B–Accuracy: 76.4
question-answering-on-strategyqaU-PaLM 540B–Accuracy: 76.6