NLU and Reasoning on BIG-bench (unseen)
86.96Known Unknowns ScoreFLIPPED
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLIPPEDParameters=11B, Setting=Zero-shot, Shots=02022.10 | 86.96 | 42.5 | 53.23 | 52.57 | 48.49 | 60 | 64.93 | 26.87 | 65.57 | 50.39 | 54.34 | 64.56 | 55.08 | 55.17 | 46.88 | |
| FLIPPEDParameters=3B, Setting=Zero-shot, Shots=02022.10 | 71.74 | 41.7 | 53.19 | 47.43 | 47.93 | 45 | 61.64 | 19.01 | 57.07 | 50.56 | 46.58 | 59.82 | 53.33 | 48.57 | 25 | |
| PALMParameters=540B, Setting=Few-shot, Shots=12022.10 | 67.39 | 42.2 | 69 | 94.86 | 57.2 | 61.67 | 80.02 | 37.3 | 70.4 | 52.2 | 77.63 | 34.42 | 47.5 | 60.8 | 59.38 | |
| T0Parameters=11B, Training=Instruction Tuning2023.02 | 65.22 | 33.67 | 54.67 | 42.86 | 57.33 | 51.67 | 71.72 | 18.33 | 57.33 | 48.33 | 52.97 | 54.67 | 55 | 51.06 | — | |
| DIRECTParameters=3B, Setting=Zero-shot, Shots=02022.10 | 63.04 | 35.9 | 53.28 | 50.29 | 47.15 | 33.33 | 58.14 | 22.01 | 63.83 | 49.85 | 50.23 | 38.06 | 44.33 | 43.75 | 3.13 | |
| GPT-3Parameters=175B2023.02 | 60.87 | 31.2 | 52.3 | 22.57 | 51.4 | 31.67 | 26.78 | 15.9 | 12.3 | 50.5 | 47.95 | 23.42 | 51.5 | 37.57 | — | |
| GPT-3Parameters=175B, Setting=Zero-shot, Shots=02022.10 | 60.87 | 31.2 | 52.3 | 32.57 | 51.4 | 31.67 | 26.78 | 15.9 | 12.3 | 50.5 | 47.95 | 23.42 | 51.5 | 38.23 | 46.88 | |
| Cos PEParameters=3B, Method Variant=Prompt Expert, Expert Backbone=T5, Training Task=COSMOS-QA2023.02 | 58.7 | 30.7 | 42.36 | 51.43 | 46.72 | 66.67 | 72.92 | 25.95 | 46.55 | 50 | 47.03 | 42.4 | 44.33 | 48.13 | — | |
| T0Parameters=11B, Setting=Zero-shot, Shots=02022.10 | 58.7 | 38.3 | 52.75 | 29.71 | 53.69 | 43.33 | 69.29 | 20.2 | 64.73 | 51.81 | 50 | 54.86 | 52.11 | 46.79 | 15.63 | |
| PaLMParameters=540B2023.02 | 56.52 | 32.1 | 64 | 56 | 49.1 | 25 | 59.26 | 20.1 | 14.1 | 49.9 | 47.47 | 24.22 | 45.3 | 41.77 | — | |
| PALMParameters=540B, Setting=Zero-shot, Shots=02022.10 | 56.52 | 32.1 | 64 | 56 | 49.1 | 25 | 59.26 | 20.1 | 14.1 | 49.9 | 47.49 | 24.22 | 45.3 | 42.14 | 46.88 | |
| CHANNELParameters=3B, Setting=Zero-shot, Shots=02022.10 | 52.17 | 30.9 | 53.01 | 16.57 | 51.06 | 71.67 | 35.67 | 11.55 | 15.73 | 50.43 | 47.79 | 25.73 | 55.36 | 38.07 | 15.63 | |
| GPT-3Parameters=175B, Setting=Few-shot, Shots=32022.10 | 50 | 31.1 | 57.1 | 58.29 | 49.4 | 31.67 | 35.75 | 10.9 | 52.7 | 52.8 | 60.27 | 33.93 | 56.5 | 45.48 | 56.25 | |
| T0Parameters=3B, Training=Instruction Tuning2023.02 | 47.83 | 32.1 | 53.23 | 34.86 | 53.22 | 53.33 | 67.25 | 14.94 | 58.18 | 52.27 | 52.05 | 45.33 | 44.29 | 46.84 | — | |
| T0Parameters=3B, Setting=Zero-shot, Shots=02022.10 | 47.83 | 41.1 | 52.79 | 25.71 | 52.85 | 46.67 | 45.52 | 14.84 | 58.89 | 52.94 | 50.23 | 46.64 | 44.29 | 42.56 | 15.63 |