Imputation on OpinionQA MNAR 140 opinion variables (W26 to W82) American Trends Panel
0.026Median Absolute ErrorFull Data
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full Data2026.06 | 0.026 | 0.174 | 97.9 | — | — | |
| Full Data2026.06 | 0.026 | 0.174 | 0.979 | 0.03 | 0.011 | |
| gpt-oss-120bNumber of in-context examples=1002026.06 | 0.048 | 0.234 | 90.4 | — | — | |
| gpt-oss-120bin-context examples=1002026.06 | 0.048 | 0.234 | 0.904 | 0.061 | 0.089 | |
| gpt-oss-120bNumber of in-context examples=02026.06 | 0.049 | 0.198 | 80.3 | — | — | |
| gpt-oss-120bNumber of in-context examples=102026.06 | 0.049 | 0.237 | 90 | — | — | |
| gpt-oss-120bmode=Zero-Shot2026.06 | 0.049 | 0.198 | 0.803 | 0.072 | 0.055 | |
| gpt-oss-120bin-context examples=102026.06 | 0.049 | 0.237 | 0.9 | 0.058 | 0.084 | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=1002026.06 | 0.05 | 0.232 | 86.1 | — | — | |
| Qwen3-30B-A3B-Inst.in-context examples=1002026.06 | 0.05 | 0.232 | 0.861 | 0.065 | 0.083 | |
| Qwen3-30B-A3B-Think.in-context examples=102026.06 | 0.051 | 0.221 | 0.829 | 0.078 | 0.068 | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=102026.06 | 0.052 | 0.222 | 83.6 | — | — | |
| Qwen3-30B-A3B-Inst.in-context examples=102026.06 | 0.052 | 0.222 | 0.836 | 0.069 | 0.068 | |
| Qwen3-8Bin-context examples=1002026.06 | 0.053 | 0.241 | 0.886 | 0.069 | 0.094 | |
| Most Similar Embed.n=102026.06 | 0.055 | 0.223 | 83.2 | — | — | |
| GLM-4.7-Flashin-context examples=102026.06 | 0.055 | 0.238 | 0.835 | 0.069 | 0.078 | |
| Most Similar Embed.2026.06 | 0.055 | 0.223 | 0.832 | 0.074 | 0.09 | |
| Qwen3-8Bin-context examples=102026.06 | 0.056 | 0.229 | 0.832 | 0.078 | 0.076 | |
| Qwen3-30B-A3B-Think.in-context examples=1002026.06 | 0.056 | 0.228 | 0.836 | 0.071 | 0.079 | |
| Mode Imputation2026.06 | 0.058 | 0.26 | 0.85 | 0.08 | 0.074 | |
| GLM-4.7-Flashin-context examples=1002026.06 | 0.06 | 0.234 | 0.809 | 0.083 | 0.085 | |
| Complete Case2026.06 | 0.062 | 0.269 | 89.6 | — | — | |
| Complete Case2026.06 | 0.062 | 0.269 | 0.896 | 0.071 | 0.078 | |
| Olmo-3-7B-Instructin-context examples=102026.06 | 0.064 | 0.21 | 0.663 | 0.103 | 0.06 | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=02026.06 | 0.065 | 0.211 | 70 | — | — | |
| Qwen3-30B-A3B-Inst.mode=Zero-Shot2026.06 | 0.065 | 0.211 | 0.7 | 0.093 | 0.061 | |
| Olmo-3-7B-Instructin-context examples=1002026.06 | 0.066 | 0.21 | 0.658 | 0.103 | 0.065 | |
| MICE PMM2026.06 | 0.068 | 0.559 | 93.5 | — | — | |
| MICE PMM2026.06 | 0.068 | 0.559 | 0.935 | 0.095 | 0.454 | |
| Qwen3-8Bmode=Zero-Shot2026.06 | 0.069 | 0.206 | 0.639 | 0.095 | 0.059 | |
| GLM-4.7-Flashmode=Zero-Shot2026.06 | 0.074 | 0.207 | 0.636 | 0.104 | 0.053 | |
| Qwen3-30B-A3B-Think.mode=Zero-Shot2026.06 | 0.075 | 0.192 | 0.593 | 0.1 | 0.051 | |
| Random Sample2026.06 | 0.075 | 0.15 | 0.486 | 0.122 | 0.032 | |
| Olmo-3-7B-Instructmode=Zero-Shot2026.06 | 0.082 | 0.197 | 0.593 | 0.118 | 0.055 | |
| MICE Forest2026.06 | 0.085 | 0.224 | 61.4 | — | — | |
| MICE Forest2026.06 | 0.085 | 0.224 | 0.614 | 0.106 | 0.07 |