# Cognitive Diagnosis on ASSIST09 (80%/10%/10%) Source: [Cognitive Diagnosis on ASSIST09 (80%/10%/10%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:01.996Z Evaluation of Cognitive Diagnosis performance on the ASSIST09 dataset using the specified 80%/10%/10% split configuration, reporting metrics such as ACC, AUC, and RMSE. 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 | Cognitive Diagnosis | | Dataset (including any stated split) | ASSIST09 (80%/10%/10%) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ReliCD | 73.78 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.45 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.41 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.35 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.35 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.34 | Not recorded | 69608b6953fdd5c361744268 | | RCD | 73.31 | Not recorded | 69608b6953fdd5c361744268 | | KSCD | 73.31 | Not recorded | 69608b6953fdd5c361744268 | | KaNCD | 73.25 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 72.93 | Not recorded | 69608b6953fdd5c361744268 | | ORCDF | 72.81 | Not recorded | 69608b6953fdd5c361744268 | | NCD | 72.7 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 72.5 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 72.39 | Not recorded | 69608b6953fdd5c361744268 | | MIRT | 71.75 | Not recorded | 69608b6953fdd5c361744268 | | MF | 71.66 | Not recorded | 69608b6953fdd5c361744268 | | IRT | 71.6 | Not recorded | 69608b6953fdd5c361744268 | | DINA | 67.59 | Not recorded | 69608b6953fdd5c361744268 | ### ReliCD Accuracy: 73.78. Result ID: 6998b0995698665ec413625d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCD Accuracy: 73.45. Result ID: 6998b0995698665ec4136265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA4"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.41. Result ID: 6998b0995698665ec4136262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA1"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.35. Result ID: 6998b0995698665ec4136264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA3"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.35. Result ID: 6998b0995698665ec4136266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA5"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.34. Result ID: 6998b0995698665ec4136263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA2"}. This record does not assert independent reproduction. ### RCD Accuracy: 73.31. Result ID: 6998b0995698665ec413625a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KSCD Accuracy: 73.31. Result ID: 6998b0995698665ec413625b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KaNCD Accuracy: 73.25. Result ID: 6998b0995698665ec413625c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 72.93. Result ID: 6998b0995698665ec413625f. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A1"}. This record does not assert independent reproduction. ### ORCDF Accuracy: 72.81. Result ID: 6998b0995698665ec413625e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCD Accuracy: 72.7. Result ID: 6998b0995698665ec4136259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 72.5. Result ID: 6998b0995698665ec4136260. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A2"}. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 72.39. Result ID: 6998b0995698665ec4136261. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A3"}. This record does not assert independent reproduction. ### MIRT Accuracy: 71.75. Result ID: 6998b0995698665ec4136257. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Accuracy: 71.66. Result ID: 6998b0995698665ec4136258. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IRT Accuracy: 71.6. Result ID: 6998b0995698665ec4136256. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINA Accuracy: 67.59. Result ID: 6998b0995698665ec4136255. [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.