List your company

Survey Imputation on OpinionQA MAR

0.026Median Absolute ErrorFull Data
0.020040.060270.10050.14073Jun 8, 2026

Evaluation results

MethodLinks
Full Data2026.060.0260.030.1740.01197.9
gpt-oss-120bin-context examples=1002026.060.0440.0520.2120.04491
Complete Case2026.060.0460.0480.2240.02592.5
gpt-oss-120bin-context examples=102026.060.0480.0590.2130.04684.6
Qwen3-30B-A3B-Inst.in-context examples=102026.060.0580.0850.2030.04773.2
Qwen3-30B-A3B-Inst.in-context examples=1002026.060.0610.0640.2110.05381.4
Qwen3-30B-A3B-Think.in-context examples=1002026.060.0610.0730.2110.05876.8
gpt-oss-120bmode=Zero-Shot2026.060.0640.0770.1960.04967.6
Qwen3-30B-A3B-Think.in-context examples=102026.060.0690.080.1990.04467.5
Qwen3-8Bin-context examples=1002026.060.0690.0840.2250.06275.4
GLM-4.7-Flashin-context examples=1002026.060.0720.0930.2140.04365.6
GLM-4.7-Flashin-context examples=102026.060.0730.0840.210.04172.5
MICE Forest2026.060.0740.0910.2070.0463.9
Qwen3-8Bin-context examples=102026.060.0750.0910.2090.05165
Qwen3-30B-A3B-Inst.mode=Zero-Shot2026.060.0810.1120.2010.05162.9
GLM-4.7-Flashmode=Zero-Shot2026.060.0880.1020.2050.06359.6
Most Similar Embed.2026.060.0890.1010.2030.03256.8
MICE PMM2026.060.0920.0991.0350.76197.1
Qwen3-8Bmode=Zero-Shot2026.060.10.1270.1980.06251.8
Olmo-3-7B-Instructin-context examples=1002026.060.10.0970.2010.05152.4
Olmo-3-7B-Instructin-context examples=102026.060.1020.1090.1960.0550.7
Qwen3-30B-A3B-Think.mode=Zero-Shot2026.060.1080.1190.1890.05744.6
Olmo-3-7B-Instructmode=Zero-Shot2026.060.120.1210.1960.0542.3
Random Sample2026.060.1210.1260.1390.0330
Mode Imputation2026.060.1750.1590.2320.03730.4