# Cognitive Diagnosis on ASSIST09 (50%/20%/30%) Source: [Cognitive Diagnosis on ASSIST09 (50%/20%/30%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:55.661Z Evaluation of model performance on Cognitive Diagnosis using the specified 50%/20%/30% 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 (50%/20%/30%) | | Metric | ACC | | Unit | SCALAR | | 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 - [ACC](): Higher is better; unit: SCALAR. - [AUC](): Higher is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | ACC | Result date | Report paper | | --- | --- | --- | --- | | EMO-NAS-CD | 0.7257 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7242 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7231 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7228 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7211 | Not recorded | 69608b6953fdd5c361744268 | | ReliCD | 0.7202 | Not recorded | 69608b6953fdd5c361744268 | | ORCDF | 0.7193 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 0.7191 | Not recorded | 69608b6953fdd5c361744268 | | KSCD | 0.719 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7177 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 0.7172 | Not recorded | 69608b6953fdd5c361744268 | | KaNCD | 0.7143 | Not recorded | 69608b6953fdd5c361744268 | | RCD | 0.7142 | Not recorded | 69608b6953fdd5c361744268 | | NCD | 0.713 | Not recorded | 69608b6953fdd5c361744268 | | MF | 0.7034 | Not recorded | 69608b6953fdd5c361744268 | | MIRT | 0.6983 | Not recorded | 69608b6953fdd5c361744268 | | IRT | 0.6901 | Not recorded | 69608b6953fdd5c361744268 | | DINA | 0.6383 | Not recorded | 69608b6953fdd5c361744268 | ### EMO-NAS-CD ACC: 0.7257. Result ID: 6998b0995698665ec413622a. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A2"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7242. Result ID: 6998b0995698665ec413622e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA3"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7231. Result ID: 6998b0995698665ec413622d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA2"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7228. Result ID: 6998b0995698665ec413622c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA1"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7211. Result ID: 6998b0995698665ec413622f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA4"}. This record does not assert independent reproduction. ### ReliCD ACC: 0.7202. Result ID: 6998b0995698665ec4136227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ORCDF ACC: 0.7193. Result ID: 6998b0995698665ec4136228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD ACC: 0.7191. Result ID: 6998b0995698665ec4136229. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A1"}. This record does not assert independent reproduction. ### KSCD ACC: 0.719. Result ID: 6998b0995698665ec4136225. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCD ACC: 0.7177. Result ID: 6998b0995698665ec4136230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Variant":"AA5"}. This record does not assert independent reproduction. ### EMO-NAS-CD ACC: 0.7172. Result ID: 6998b0995698665ec413622b. [Reporting paper]() Recorded evaluation configuration: {"Architecture Variant":"A3"}. This record does not assert independent reproduction. ### KaNCD ACC: 0.7143. Result ID: 6998b0995698665ec4136226. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCD ACC: 0.7142. Result ID: 6998b0995698665ec4136224. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCD ACC: 0.713. Result ID: 6998b0995698665ec4136223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF ACC: 0.7034. Result ID: 6998b0995698665ec4136222. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIRT ACC: 0.6983. Result ID: 6998b0995698665ec4136221. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IRT ACC: 0.6901. Result ID: 6998b0995698665ec4136220. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINA ACC: 0.6383. Result ID: 6998b0995698665ec413621f. [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.