# Imputation on OpinionQA MAR American Trends Panel 140 opinion variables (W26 to W82) Source: [Imputation on OpinionQA MAR American Trends Panel 140 opinion variables (W26 to W82)]() Collection index: [llms.txt]() Data updated: 2026-06-09T10:45:32.831Z Evaluation of imputation performance on the OpinionQA MAR American Trends Panel dataset (variables W26 to W82), assessed using metrics such as Median Absolute Error, Median Interval Width, and Coverage Rate. 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 | Imputation | | Dataset (including any stated split) | OpinionQA MAR American Trends Panel 140 opinion variables (W26 to W82) | | Metric | Median Absolute Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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. - [Median Interval Width](): Lower is better; unit: SCALAR. - [Coverage Rate](): 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 | | gpt-oss-120b | 0.064 | Not recorded | 6a279e5d90966ade919bfa89 | | MICE Forest | 0.074 | Not recorded | 6a279e5d90966ade919bfa89 | | Qwen3-30B-A3B-Inst. | 0.081 | Not recorded | 6a279e5d90966ade919bfa89 | | Most Similar Embed. | 0.089 | Not recorded | 6a279e5d90966ade919bfa89 | | MICE PMM | 0.092 | Not recorded | 6a279e5d90966ade919bfa89 | ### Full Data Median Absolute Error: 0.026. Result ID: 6a27eec9fbc373592c257e35. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.044. Result ID: 6a27eec9fbc373592c257e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"100"}. This record does not assert independent reproduction. ### Complete Case Median Absolute Error: 0.046. Result ID: 6a27eec9fbc373592c257e36. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.048. Result ID: 6a27eec9fbc373592c257e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.058. Result ID: 6a27eec9fbc373592c257e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"10"}. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.061. Result ID: 6a27eec9fbc373592c257e3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"100"}. This record does not assert independent reproduction. ### gpt-oss-120b Median Absolute Error: 0.064. Result ID: 6a27eec9fbc373592c257e38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"0"}. This record does not assert independent reproduction. ### MICE Forest Median Absolute Error: 0.074. Result ID: 6a27eec9fbc373592c257e3f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-30B-A3B-Inst. Median Absolute Error: 0.081. Result ID: 6a27eec9fbc373592c257e37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of in-context examples":"0"}. This record does not assert independent reproduction. ### Most Similar Embed. Median Absolute Error: 0.089. Result ID: 6a27eec9fbc373592c257e3d. [Reporting paper]() Recorded evaluation configuration: {"n":"10"}. This record does not assert independent reproduction. ### MICE PMM Median Absolute Error: 0.092. Result ID: 6a27eec9fbc373592c257e3e. [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.