| arithmetic-reasoning-on-gsm8k | PaLM 540B (CoT Prompting) | – | Accuracy: 56.5Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (Self Consistency) | – | Accuracy: 74.4Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (Self Improvement, CoT Prompting) | – | Accuracy: 73.5Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (Self Improvement, Self Consistency) | – | Accuracy: 82.1Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (Self Improvement, Standard-Prompting) | – | Accuracy: 32.2Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (Standard-Prompting) | – | Accuracy: 17.9Parameters (Billion): 540 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (CoT Prompting) | – | Accuracy: 85.2 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (Self Consistency) | – | Accuracy: 88.7 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (Self Improvement, CoT Prompting) | – | Accuracy: 88.3 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (Self Improvement, Self Consistency) | – | Accuracy: 89.8 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (Self Improvement, Standard-Prompting) | – | Accuracy: 87.2 |
| common-sense-reasoning-on-arc-challenge | PaLM 540B (Standard-Prompting) | – | Accuracy: 87.1 |
| natural-language-inference-on-anli-test | PaLM 540B (CoT Prompting) | – | A2: 58.9A3: 60.6 |
| natural-language-inference-on-anli-test | PaLM 540B (Self Consistency) | – | A2: 64.5A3: 63.4 |
| natural-language-inference-on-anli-test | PaLM 540B (Self Improvement, CoT Prompting) | – | A2: 65.3A3: 67.3 |
| natural-language-inference-on-anli-test | PaLM 540B (Self Improvement, Self Consistency) | – | A2: 66.5A3: 67.9 |
| natural-language-inference-on-anli-test | PaLM 540B (Self Improvement, Standard-Prompting) | – | A2: 64.8A3: 66.9 |
| natural-language-inference-on-anli-test | PaLM 540B (Standard-Prompting) | – | A2: 55.8A3: 55.8 |
| question-answering-on-openbookqa | PaLM 540B (CoT Prompting) | – | Accuracy: 86.4 |
| question-answering-on-openbookqa | PaLM 540B (Self Consistency) | – | Accuracy: 90 |
| question-answering-on-openbookqa | PaLM 540B (Self Improvement, CoT Prompting) | – | Accuracy: 93 |
| question-answering-on-openbookqa | PaLM 540B (Self Improvement, Self Consistency) | – | Accuracy: 94.4 |
| question-answering-on-openbookqa | PaLM 540B (Self Improvement, Standard-Prompting) | – | Accuracy: 92 |
| question-answering-on-openbookqa | PaLM 540B (Standard-Prompting) | – | Accuracy: 84.4 |