# Survey Imputation on OpinionQA MAR Source: [Survey Imputation on OpinionQA MAR]() Collection index: [llms.txt]() Data updated: 2026-06-09T10:45:32.938Z Evaluation of Survey Imputation performance on the OpinionQA MAR dataset, utilizing metrics focused on error distribution (Median Absolute Error, IQR) and interval coverage. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Survey Imputation | | Dataset (including any stated split) | OpinionQA MAR | | Metric | Median Absolute Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Median Absolute Error](): Lower is better; unit: SCALAR. - [Absolute Error IQR](): Lower is better; unit: SCALAR. - [Median Interval Width](): Lower is better; unit: SCALAR. - [Interval Width IQR](): Lower is better; unit: SCALAR. - [Coverage](): Higher is better; unit: PERCENT. ## Recorded results | Method | Median Absolute Error | Result date | Report paper | | --- | --- | --- | --- | | Full Data | 0.026 | Not recorded | 6a279e5d90966ade919bfa89 | | gpt-oss-120b | 0.044 | Not recorded | 6a279e5d90966ade919bfa89 | | Complete Case | 0.046 | Not recorded | 6a279e5d90966ade919bfa89 | | gpt-oss-120b | 0.048 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Inst. | 0.058 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Inst. | 0.061 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Think. | 0.061 | Not recorded | 6a279e5d90966ade919bfa89 | | gpt-oss-120b | 0.064 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Think. | 0.069 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-8B | 0.069 | Not recorded | 6a279e5d90966ade919bfa89 | | GLM-4.7-Flash | 0.072 | Not recorded | 6a279e5d90966ade919bfa89 | | GLM-4.7-Flash | 0.073 | Not recorded | 6a279e5d90966ade919bfa89 | | MICE Forest | 0.074 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-8B | 0.075 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Inst. | 0.081 | Not recorded | 6a279e5d90966ade919bfa89 | | GLM-4.7-Flash | 0.088 | Not recorded | 6a279e5d90966ade919bfa89 | | Most Similar Embed. | 0.089 | Not recorded | 6a279e5d90966ade919bfa89 | | MICE PMM | 0.092 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-8B | 0.1 | Not recorded | 6a279e5d90966ade919bfa89 | | Olmo-3-7B-Instruct | 0.1 | Not recorded | 6a279e5d90966ade919bfa89 | | Olmo-3-7B-Instruct | 0.102 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Think. | 0.108 | Not recorded | 6a279e5d90966ade919bfa89 | | Olmo-3-7B-Instruct | 0.12 | Not recorded | 6a279e5d90966ade919bfa89 | | Random Sample | 0.121 | Not recorded | 6a279e5d90966ade919bfa89 | | Mode Imputation | 0.175 | Not recorded | 6a279e5d90966ade919bfa89 | ### Full Data Median Absolute Error: 0.026. Result ID: 6a27eec9fbc373592c257e64. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.044. Result ID: 6a27eec9fbc373592c257e76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### Complete Case Median Absolute Error: 0.046. Result ID: 6a27eec9fbc373592c257e65. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.048. Result ID: 6a27eec9fbc373592c257e70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.058. Result ID: 6a27eec9fbc373592c257e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.061. Result ID: 6a27eec9fbc373592c257e72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Think. Median Absolute Error: 0.061. Result ID: 6a27eec9fbc373592c257e75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.064. Result ID: 6a27eec9fbc373592c257e6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Think. Median Absolute Error: 0.069. Result ID: 6a27eec9fbc373592c257e6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-8B Median Absolute Error: 0.069. Result ID: 6a27eec9fbc373592c257e77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### GLM-4.7-Flash Median Absolute Error: 0.072. Result ID: 6a27eec9fbc373592c257e74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### GLM-4.7-Flash Median Absolute Error: 0.073. Result ID: 6a27eec9fbc373592c257e6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### MICE Forest Median Absolute Error: 0.074. Result ID: 6a27eec9fbc373592c257e7a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-8B Median Absolute Error: 0.075. Result ID: 6a27eec9fbc373592c257e71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.081. Result ID: 6a27eec9fbc373592c257e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### GLM-4.7-Flash Median Absolute Error: 0.088. Result ID: 6a27eec9fbc373592c257e68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### Most Similar Embed. Median Absolute Error: 0.089. Result ID: 6a27eec9fbc373592c257e78. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MICE PMM Median Absolute Error: 0.092. Result ID: 6a27eec9fbc373592c257e79. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-8B Median Absolute Error: 0.1. Result ID: 6a27eec9fbc373592c257e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### Olmo-3-7B-Instruct Median Absolute Error: 0.1. Result ID: 6a27eec9fbc373592c257e73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"100"}. This record does not assert independent reproduction. ### Olmo-3-7B-Instruct Median Absolute Error: 0.102. Result ID: 6a27eec9fbc373592c257e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Think. Median Absolute Error: 0.108. Result ID: 6a27eec9fbc373592c257e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### Olmo-3-7B-Instruct Median Absolute Error: 0.12. Result ID: 6a27eec9fbc373592c257e67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-Shot"}. This record does not assert independent reproduction. ### Random Sample Median Absolute Error: 0.121. Result ID: 6a27eec9fbc373592c257e7c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mode Imputation Median Absolute Error: 0.175. Result ID: 6a27eec9fbc373592c257e7b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.