Bias Reduction Estimation on COVID-19 vaccine preference dataset m=150 samples
67.28Beta (A)GPT-4
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4Prompt=COT2024.12 | 67.28 | 45.76 | — | — | -2.66 | 0.0001 | |
| GPT-4oPrompt=FS2024.12 | 62.04 | 45.43 | — | — | -3.12 | 0 | |
| GPT-4Prompt=Basic2024.12 | 60.08 | 45.44 | — | — | -2.96 | 0 | |
| GPT-4oPrompt=COT2024.12 | 58.86 | 37.42 | — | — | -2.59 | 0.0002 | |
| GPT-4oPrompt=Basic2024.12 | 57.48 | 41.23 | — | — | -2.61 | 0.0002 | |
| GPT-3.5-Turbo-0613Prompt=COT2024.12 | 54.16 | 32.8 | — | — | -2.23 | 0.0008 | |
| GPT-4o Fine-tunedPrompt=Basic2024.12 | 54.13 | 38.74 | — | — | -4.2 | 0 | |
| GPT-3.5-Turbo-0125Prompt=COT2024.12 | 35.95 | 18.67 | — | — | -1.96 | 0.003 | |
| GPT-4Prompt=CoT2024.12 | 34.12 | 26.33 | 13.86 | 2.95 | -3.37 | 0 | |
| GPT-4oPrompt=CoT2024.12 | 32.96 | 23.65 | 13.28 | 3.29 | -3.31 | 0 | |
| GPT-3.5-Turbo-0613Prompt=CoT2024.12 | 32.53 | 23.06 | 19.34 | 2.93 | -3.12 | 0 | |
| GPT-4oPrompt=Basic2024.12 | 28.05 | 20.9 | 13.93 | 3.23 | -3.07 | 0 | |
| GPT-3.5-Turbo-0125Prompt=CoT2024.12 | 28.02 | 17.72 | 16.44 | 3.39 | -2.74 | 0.0002 | |
| GPT-4Prompt=Basic2024.12 | 27.16 | 20.03 | 11.61 | 2.91 | -3.12 | 0 | |
| GPT-4oPrompt=FS2024.12 | 24.81 | 18.41 | 11.68 | 2.78 | -3.44 | 0 | |
| GPT-4o Fine-tunedPrompt=Basic2024.12 | 17.18 | 12.46 | 13.25 | 2.87 | -4.81 | 0 | |
| GPT-3.5-Turbo-0613Prompt=Basic2024.12 | 9.17 | -1.52 | — | — | -1.22 | 0.816 | |
| GPT-3.5-Turbo-0613Prompt=Basic2024.12 | 6.9 | -2.06 | — | — | -2.09 | 0.47 | |
| GPT-3.5-Turbo-0125Prompt=Basic2024.12 | 3.7 | 0.53 | — | — | -1.23 | 0.035 | |
| GPT-3.5-Turbo-0125Prompt=Basic2024.12 | 3.43 | 0.86 | 24.15 | 3.48 | -1.78 | 0.006 |