Bias Reduction Estimation on COVID-19 vaccine preference dataset m=50 samples
49.96Beta (A)GPT-4
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4Prompt=COT2024.12 | 49.96 | 40.15 | — | — | -20.05 | 0 | |
| GPT-4oPrompt=FS2024.12 | 44.72 | 37.47 | — | — | -20.37 | 0 | |
| GPT-4Prompt=Basic2024.12 | 42.76 | 37.78 | — | — | -20.24 | 0 | |
| GPT-4oPrompt=COT2024.12 | 41.53 | 32.26 | — | — | -20.13 | 0 | |
| GPT-4oPrompt=Basic2024.12 | 40.16 | 33.81 | — | — | -19.94 | 0 | |
| GPT-3.5-Turbo-0613Prompt=COT2024.12 | 36.84 | 28.92 | — | — | -19.14 | 0 | |
| GPT-4o Fine-tunedPrompt=Basic2024.12 | 36.81 | 31.37 | — | — | -20.81 | 0 | |
| GPT-4Prompt=CoT2024.12 | 21.77 | 18.12 | — | — | -15.8 | 0 | |
| GPT-4oPrompt=CoT2024.12 | 20.61 | 16.5 | — | — | -15.74 | 0 | |
| GPT-3.5-Turbo-0613Prompt=CoT2024.12 | 20.18 | 16.81 | — | — | -14.79 | 0 | |
| GPT-3.5-Turbo-0125Prompt=COT2024.12 | 18.62 | 10.52 | — | — | -19.25 | 0 | |
| GPT-4oPrompt=Basic2024.12 | 15.7 | 13.05 | — | — | -15.55 | 0 | |
| GPT-3.5-Turbo-0125Prompt=CoT2024.12 | 15.67 | 10.95 | — | — | -14.84 | 0 | |
| GPT-4Prompt=Basic2024.12 | 14.81 | 12.39 | — | — | -15.7 | 0 | |
| GPT-4oPrompt=FS2024.12 | 12.46 | 9.71 | — | — | -16.16 | 0 | |
| GPT-4o Fine-tunedPrompt=Basic2024.12 | 4.83 | 3.18 | — | — | -16.66 | 0 | |
| GPT-3.5-Turbo-0613Prompt=Basic2024.12 | -5.45 | -10.8 | — | — | -13.72 | 0 | |
| GPT-3.5-Turbo-0613Prompt=Basic2024.12 | -8.15 | -15.15 | — | — | -18.18 | 0 | |
| GPT-3.5-Turbo-0125Prompt=Basic2024.12 | -8.91 | -9.92 | — | — | -13.29 | 0 | |
| GPT-3.5-Turbo-0125Prompt=Basic2024.12 | -13.62 | -14.86 | — | — | -17.85 | 0 |