| math-word-problem-solving-on-svamp | PaLM (zero-shot, CoT) | #13 | Execution Accuracy: 62.1 |
| math-word-problem-solving-on-svamp | PaLM (zero-shot) | #14 | Execution Accuracy: 58.8 |
| common-sense-reasoning-on-record | GPT-3 175B (one-shot) | #18 | F1: 90.2 |
| arithmetic-reasoning-on-gsm8k | PaLM-540B (few-Shot-cot) | #218 | Accuracy: 58.1Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | Finetuned GPT-3 175B + verifier | #226 | Accuracy: 55.0Parameters (Billion): 175 |
| arithmetic-reasoning-on-gsm8k | Text-davinci-002-175B (zero-plus-few-Shot-cot (8 samples)) | #233 | Accuracy: 51.5Parameters (Billion): 175 |
| arithmetic-reasoning-on-gsm8k | text-davinci-002 175B (2-shot, CoT) | #248 | Accuracy: 41.3Parameters (Billion): 175 |
| arithmetic-reasoning-on-gsm8k | text-davinci-002 175B (0-shot, CoT) | #249 | Accuracy: 40.7Parameters (Billion): 175 |
| arithmetic-reasoning-on-gsm8k | PaLM 540B (few-shot) | #267 | Accuracy: 17.9Parameters (Billion): 540 |
| arithmetic-reasoning-on-gsm8k | Text-davinci-002-175B (0-shot) | #272 | Accuracy: 10.4Parameters (Billion): 175 |