# Cognitive Diagnosis on SLP-Math (80%/10%/10%)

Source: [Cognitive Diagnosis on SLP-Math (80%/10%/10%)](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-80-percent-10-percent-10-percent>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:32:02.017Z

Evaluation of model performance on the SLP-Math dataset using the specific 80%/10%/10% split configuration 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 (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](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-80-percent-10-percent-10-percent.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-80-percent-10-percent-10-percent.md?metric=AUC>): Higher is better; unit: PERCENT.

- [RMSE](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-80-percent-10-percent-10-percent.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OSCD | 79.06 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.74 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.74 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.66 | Not recorded | 69608b6953fdd5c361744268 |
| ORCDF | 78.27 | Not recorded | 69608b6953fdd5c361744268 |
| NCD | 78.18 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.18 | Not recorded | 69608b6953fdd5c361744268 |
| RCD | 77.95 | Not recorded | 69608b6953fdd5c361744268 |
| ReliCD | 77.94 | Not recorded | 69608b6953fdd5c361744268 |
| KaNCD | 77.86 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 77.86 | Not recorded | 69608b6953fdd5c361744268 |
| MIRT | 77.62 | Not recorded | 69608b6953fdd5c361744268 |
| MF | 77.62 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 77.54 | Not recorded | 69608b6953fdd5c361744268 |
| KSCD | 77.22 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 73.29 | Not recorded | 69608b6953fdd5c361744268 |
| IRT | 69.68 | Not recorded | 69608b6953fdd5c361744268 |
| DINA | 61.02 | Not recorded | 69608b6953fdd5c361744268 |

### OSCD

Accuracy: 79.06. Result ID: 6998b0995698665ec41362c2.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"SA2"}. This record does not assert independent reproduction.

### OSCD

Accuracy: 78.74. Result ID: 6998b0995698665ec41362c4.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"SA4"}. This record does not assert independent reproduction.

### OSCD

Accuracy: 78.74. Result ID: 6998b0995698665ec41362c5.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"SA5"}. This record does not assert independent reproduction.

### OSCD

Accuracy: 78.66. Result ID: 6998b0995698665ec41362c1.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"SA1"}. This record does not assert independent reproduction.

### ORCDF

Accuracy: 78.27. Result ID: 6998b0995698665ec41362bd.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744c1e209131cea60dff.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NCD

Accuracy: 78.18. Result ID: 6998b0995698665ec41362b8.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67231e209131cea149bf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OSCD

Accuracy: 78.18. Result ID: 6998b0995698665ec41362c3.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"SA3"}. This record does not assert independent reproduction.

### RCD

Accuracy: 77.95. Result ID: 6998b0995698665ec41362b9.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ReliCD

Accuracy: 77.94. Result ID: 6998b0995698665ec41362bc.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d91e209131cea53580.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KaNCD

Accuracy: 77.86. Result ID: 6998b0995698665ec41362bb.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EMO-NAS-CD

Accuracy: 77.86. Result ID: 6998b0995698665ec41362be.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"S1"}. This record does not assert independent reproduction.

### MIRT

Accuracy: 77.62. Result ID: 6998b0995698665ec41362b6.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MF

Accuracy: 77.62. Result ID: 6998b0995698665ec41362b7.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EMO-NAS-CD

Accuracy: 77.54. Result ID: 6998b0995698665ec41362bf.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"S2"}. This record does not assert independent reproduction.

### KSCD

Accuracy: 77.22. Result ID: 6998b0995698665ec41362ba.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EMO-NAS-CD

Accuracy: 73.29. Result ID: 6998b0995698665ec41362c0.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: {"architecture":"S3"}. This record does not assert independent reproduction.

### IRT

Accuracy: 69.68. Result ID: 6998b0995698665ec41362b5.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DINA

Accuracy: 61.02. Result ID: 6998b0995698665ec41362b4.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6953fdd5c361744268.md>)

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.
