# Cognitive Diagnosis on SLP-Math (50%/20%/30%) Source: [Cognitive Diagnosis on SLP-Math (50%/20%/30%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:55.683Z Evaluation of model performance on the specific 50%/20%/30% split configuration of the SLP-Math dataset for Cognitive Diagnosis tasks, 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) | SLP-Math (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 | | --- | --- | --- | --- | | OSCD | 0.7868 | Not recorded | 69608b6953fdd5c361744268 | | KSCD | 0.7829 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7823 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7807 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7797 | Not recorded | 69608b6953fdd5c361744268 | | OSCD | 0.7781 | Not recorded | 69608b6953fdd5c361744268 | | MF | 0.772 | Not recorded | 69608b6953fdd5c361744268 | | ReliCD | 0.771 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 0.7702 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 0.7699 | Not recorded | 69608b6953fdd5c361744268 | | RCD | 0.7696 | Not recorded | 69608b6953fdd5c361744268 | | KaNCD | 0.7694 | Not recorded | 69608b6953fdd5c361744268 | | ORCDF | 0.7687 | Not recorded | 69608b6953fdd5c361744268 | | NCD | 0.7683 | Not recorded | 69608b6953fdd5c361744268 | | MIRT | 0.766 | Not recorded | 69608b6953fdd5c361744268 | | EMO-NAS-CD | 0.7293 | Not recorded | 69608b6953fdd5c361744268 | | IRT | 0.6953 | Not recorded | 69608b6953fdd5c361744268 | | DINA | 0.6378 | Not recorded | 69608b6953fdd5c361744268 | ### OSCD ACC: 0.7868. Result ID: 6998b0995698665ec413628f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"SA5"}. This record does not assert independent reproduction. ### KSCD ACC: 0.7829. Result ID: 6998b0995698665ec4136284. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCD ACC: 0.7823. Result ID: 6998b0995698665ec413628d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"SA3"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7807. Result ID: 6998b0995698665ec413628b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"SA1"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7797. Result ID: 6998b0995698665ec413628c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"SA2"}. This record does not assert independent reproduction. ### OSCD ACC: 0.7781. Result ID: 6998b0995698665ec413628e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture":"SA4"}. This record does not assert independent reproduction. ### MF ACC: 0.772. Result ID: 6998b0995698665ec4136281. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReliCD ACC: 0.771. Result ID: 6998b0995698665ec4136286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD ACC: 0.7702. Result ID: 6998b0995698665ec4136288. [Reporting paper]() Recorded evaluation configuration: {"architecture":"S1"}. This record does not assert independent reproduction. ### EMO-NAS-CD ACC: 0.7699. Result ID: 6998b0995698665ec4136289. [Reporting paper]() Recorded evaluation configuration: {"architecture":"S2"}. This record does not assert independent reproduction. ### RCD ACC: 0.7696. Result ID: 6998b0995698665ec4136283. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KaNCD ACC: 0.7694. Result ID: 6998b0995698665ec4136285. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ORCDF ACC: 0.7687. Result ID: 6998b0995698665ec4136287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NCD ACC: 0.7683. Result ID: 6998b0995698665ec4136282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIRT ACC: 0.766. Result ID: 6998b0995698665ec4136280. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMO-NAS-CD ACC: 0.7293. Result ID: 6998b0995698665ec413628a. [Reporting paper]() Recorded evaluation configuration: {"architecture":"S3"}. This record does not assert independent reproduction. ### IRT ACC: 0.6953. Result ID: 6998b0995698665ec413627f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINA ACC: 0.6378. Result ID: 6998b0995698665ec413627e. [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.