Imputation on OpinionQA MCAR 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 | 97.9 | 0.03 | 0.011 | |
| gpt-oss-120bNumber of in-context examples=1002026.06 | 0.033 | 0.209 | 93.5 | — | — | |
| gpt-oss-120bin-context examples=1002026.06 | 0.033 | 0.209 | 93.5 | 0.047 | 0.05 | |
| gpt-oss-120bNumber of in-context examples=102026.06 | 0.035 | 0.209 | 91.1 | — | — | |
| gpt-oss-120bin-context examples=102026.06 | 0.035 | 0.209 | 91.1 | 0.046 | 0.044 | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=1002026.06 | 0.039 | 0.213 | 86.1 | — | — | |
| Qwen3-30B-A3B-Inst.in-context examples=1002026.06 | 0.039 | 0.213 | 86.1 | 0.06 | 0.047 | |
| Mode Imputation2026.06 | 0.039 | 0.231 | 92.9 | 0.045 | 0.032 | |
| Complete Case2026.06 | 0.04 | 0.244 | 96.4 | — | — | |
| Complete Case2026.06 | 0.04 | 0.244 | 96.4 | 0.043 | 0.023 | |
| gpt-oss-120bNumber of in-context examples=02026.06 | 0.043 | 0.191 | 78.5 | — | — | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=102026.06 | 0.043 | 0.209 | 84.6 | — | — | |
| Most Similar Embed.n=102026.06 | 0.043 | 0.2 | 90.7 | — | — | |
| gpt-oss-120bmode=Zero-Shot2026.06 | 0.043 | 0.191 | 78.5 | 0.061 | 0.046 | |
| Qwen3-30B-A3B-Inst.in-context examples=102026.06 | 0.043 | 0.209 | 84.6 | 0.057 | 0.046 | |
| Qwen3-8Bin-context examples=1002026.06 | 0.043 | 0.222 | 88.2 | 0.051 | 0.052 | |
| Most Similar Embed.2026.06 | 0.043 | 0.2 | 90.7 | 0.047 | 0.029 | |
| GLM-4.7-Flashin-context examples=102026.06 | 0.044 | 0.209 | 82.5 | 0.067 | 0.046 | |
| Qwen3-30B-A3B-Think.in-context examples=1002026.06 | 0.044 | 0.211 | 83.6 | 0.063 | 0.047 | |
| Qwen3-30B-A3B-Think.in-context examples=102026.06 | 0.047 | 0.206 | 81.1 | 0.068 | 0.042 | |
| Qwen3-8Bin-context examples=102026.06 | 0.049 | 0.207 | 82.9 | 0.058 | 0.045 | |
| GLM-4.7-Flashin-context examples=1002026.06 | 0.057 | 0.216 | 81 | 0.078 | 0.056 | |
| Olmo-3-7B-Instructin-context examples=102026.06 | 0.06 | 0.202 | 67 | 0.1 | 0.054 | |
| Qwen3-30B-A3B-Inst.Number of in-context examples=02026.06 | 0.063 | 0.198 | 66.8 | — | — | |
| Qwen3-30B-A3B-Inst.mode=Zero-Shot2026.06 | 0.063 | 0.198 | 66.8 | 0.097 | 0.045 | |
| Olmo-3-7B-Instructin-context examples=1002026.06 | 0.063 | 0.203 | 69.5 | 0.094 | 0.044 | |
| Qwen3-8Bmode=Zero-Shot2026.06 | 0.066 | 0.195 | 62.1 | 0.101 | 0.058 | |
| MICE PMM2026.06 | 0.068 | 0.486 | 96.4 | — | — | |
| MICE PMM2026.06 | 0.068 | 0.486 | 96.4 | 0.085 | 0.332 | |
| Olmo-3-7B-Instructmode=Zero-Shot2026.06 | 0.072 | 0.193 | 63.2 | 0.118 | 0.048 | |
| GLM-4.7-Flashmode=Zero-Shot2026.06 | 0.072 | 0.203 | 63.9 | 0.112 | 0.053 | |
| MICE Forest2026.06 | 0.077 | 0.203 | 68.6 | — | — | |
| MICE Forest2026.06 | 0.077 | 0.203 | 68.6 | 0.066 | 0.033 | |
| Qwen3-30B-A3B-Think.mode=Zero-Shot2026.06 | 0.079 | 0.187 | 60.2 | 0.097 | 0.053 | |
| Random Sample2026.06 | 0.082 | 0.139 | 41.4 | 0.142 | 0.03 |