| common-sense-reasoning-on-big-bench | Gopher-280B (few-shot, k=5) | #5 | Accuracy: 45.5 |
| common-sense-reasoning-on-big-bench-causal | Gopher-280B (few-shot, k=5) | #8 | Accuracy: 50.8 |
| common-sense-reasoning-on-big-bench-date | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 44.1 |
| common-sense-reasoning-on-big-bench-known | Gopher-280B (few-shot, k=5) | #3 | Accuracy: 63.6 |
| common-sense-reasoning-on-big-bench-sports | Gopher-280B (few-shot, k=5) | #6 | Accuracy: 54.9 |
| common-sense-reasoning-on-big-bench-winowhy | Gopher-280B (few-shot, k=5) | #4 | Accuracy: 56.7 |
| common-sense-reasoning-on-winogrande | Gopher 280B (0-shot) | #36 | Accuracy: 70.1 |
| crass-ai-on-big-bench | Gopher-280B (few-shot, k=5) | #2 | Accuracy: 56.8 |
| logical-reasoning-on-big-bench-formal | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 50.7 |
| logical-reasoning-on-big-bench-logic-grid | Gopher-280B (few-shot, k=5) | #4 | Accuracy: 35.1 |
| logical-reasoning-on-big-bench-penguins-in-a | Gopher-280B (few-shot, k=5) | #5 | Accuracy: 40.6 |
| logical-reasoning-on-big-bench-reasoning | Gopher-280B (few-shot, k=5) | #4 | Accuracy: 49.2 |
| logical-reasoning-on-big-bench-strategyqa | Gopher-280B (few-shot, k=5) | #4 | Accuracy: 61.0 |
| logical-reasoning-on-big-bench-temporal | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 19.0 |
| memorization-on-big-bench-hindu-knowledge | Gopher-280B (few-shot, k=5) | #2 | Accuracy: 80 |
| multiple-choice-question-answering-mcqa-on-27 | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 51.7 |
| multiple-choice-question-answering-mcqa-on-28 | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 50.5 |
| multiple-choice-question-answering-mcqa-on-29 | Gopher-280B (few-shot, k=5) | #5 | Accuracy: 51.1 |
| multiple-choice-question-answering-mcqa-on-30 | Gopher-280B (few-shot, k=5) | #9 | Accuracy: 38.6 |
| multiple-choice-question-answering-mcqa-on-31 | Gopher-280B (few-shot, k=5) | #4 | Accuracy: 59.1 |
| question-answering-on-boolq | Gopher (zero-shot) | #26 | Accuracy: 79.3 |
| question-answering-on-natural-questions | Gopher (few-shot, k=64) | #30 | EM: 28.2 |
| question-answering-on-piqa | Gopher 280B (0-shot) | #24 | Accuracy: 81.8 |
| question-answering-on-social-iqa | Gopher (zero-shot) | #20 | Accuracy: 50.6 |
| question-answering-on-truthfulqa | Gopher 280B (zero-shot, Our Prompt + Choices) | #6 | MC1: 0.295 |
| question-answering-on-truthfulqa | Gopher 7.1 (zero-shot, QA prompts) | #8 | MC1: 0.25 |
| question-answering-on-truthfulqa | Gopher 7.1B (zero-shot, Our Prompt + Choices) | #10 | MC1: 0.23 |
| question-answering-on-truthfulqa | Gopher 1.4 (zero-shot, QA prompts) | #11 | MC1: 0.23 |
| question-answering-on-truthfulqa | Gopher 1.4B (zero-shot, Our Prompt + Choices) | #13 | MC1: 0.217 |
| question-answering-on-truthfulqa | Gopher 280B (zero-shot, QA prompts) | #21 | MC1: 0. 27 |
| sarcasm-detection-on-big-bench-snarks | Gopher-280B (few-shot, k=5) | #8 | Accuracy: 48.3 |
| sentence-completion-on-hellaswag | Gopher 280B (0-shot) | #37 | Accuracy: 79.2 |
| word-sense-disambiguation-on-big-bench | Gopher-280B (few-shot, k=5) | #2 | Accuracy: 56.4 |