# Cognitive Diagnosis on ASSIST09 (70%/10%/20%) Source: [Cognitive Diagnosis on ASSIST09 (70%/10%/20%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:01.977Z Evaluation of model performance on Cognitive Diagnosis using the specified 70%/10%/20% split configuration of the ASSIST09 dataset, reporting Accuracy (ACC), Area Under the Curve (AUC), and Root Mean Square Error (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 (70%/10%/20%) | | 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: PERCENT. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OSCD | 73.41 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.36 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.27 | Not recorded | 69608b6953fdd5c361744268 | | RCD | 73.19 | Not recorded | 69608b6953fdd5c361744268 | | ReliCD | 73.17 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 73.16 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.14 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 73.11 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 73.04 | Not recorded | 69608b6953fdd5c361744268 | | ORCDF | 72.98 | Not recorded | 69608b6953fdd5c361744268 | | KSCD | 72.88 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 72.77 | Not recorded | 69608b6953fdd5c361744268 | | KaNCD | 72.5 | Not recorded | 69608b6953fdd5c361744268 | | NCD | 72.25 | Not recorded | 69608b6953fdd5c361744268 | | MF | 71.55 | Not recorded | 69608b6953fdd5c361744268 | | MIRT | 71.47 | Not recorded | 69608b6953fdd5c361744268 | | IRT | 71.03 | Not recorded | 69608b6953fdd5c361744268 | | DINA | 66.28 | Not recorded | 69608b6953fdd5c361744268 | ### OSCD Accuracy: 73.41. Result ID: 6998b0995698665ec4136250. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA1"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.36. Result ID: 6998b0995698665ec4136252. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA3"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.27. Result ID: 6998b0995698665ec4136253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA4"}. This record does not assert independent reproduction. ### RCD Accuracy: 73.19. Result ID: 6998b0995698665ec4136248. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReliCD Accuracy: 73.17. Result ID: 6998b0995698665ec413624b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 73.16. Result ID: 6998b0995698665ec413624f. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A3"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.14. Result ID: 6998b0995698665ec4136251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA2"}. This record does not assert independent reproduction. ### OSCD Accuracy: 73.11. Result ID: 6998b0995698665ec4136254. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA5"}. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 73.04. Result ID: 6998b0995698665ec413624e. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A2"}. This record does not assert independent reproduction. ### ORCDF Accuracy: 72.98. Result ID: 6998b0995698665ec413624c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KSCD Accuracy: 72.88. Result ID: 6998b0995698665ec4136249. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD Accuracy: 72.77. Result ID: 6998b0995698665ec413624d. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A1"}. This record does not assert independent reproduction. ### KaNCD Accuracy: 72.5. Result ID: 6998b0995698665ec413624a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCD Accuracy: 72.25. Result ID: 6998b0995698665ec4136247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Accuracy: 71.55. Result ID: 6998b0995698665ec4136246. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIRT Accuracy: 71.47. Result ID: 6998b0995698665ec4136245. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IRT Accuracy: 71.03. Result ID: 6998b0995698665ec4136244. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINA Accuracy: 66.28. Result ID: 6998b0995698665ec4136243. [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.