The Unreasonable Effectiveness of Eccentric Automatic Prompts

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kLlama-2 13B (on 100 first questions, 4-shot, auto-optimized prompting)–Accuracy: 43Parameters (Billion): 13
arithmetic-reasoning-on-gsm8kLlama-2 70B (on 100 first questions, 4-shot, auto-optimized prompting)–Accuracy: 61Parameters (Billion): 70
arithmetic-reasoning-on-gsm8kMistral 7B (on 100 first questions, 4-shot, auto-optimized prompting)–Accuracy: 41Parameters (Billion): 7