# Cognitive Diagnosis on SLP-Math (70%/10%/20%)

Source: [Cognitive Diagnosis on SLP-Math (70%/10%/20%)](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-70-percent-10-percent-20-percent>)

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

Data updated: 2026-02-26T05:26:46.540Z

Evaluation of model performance on the specific 70%/10%/20% 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 (70%/10%/20%) |
| Metric | Acc |
| 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

- [Acc](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-70-percent-10-percent-20-percent.md?metric=Acc>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-70-percent-10-percent-20-percent.md?metric=AUC>): Higher is better; unit: PERCENT.

- [RMSE](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-70-percent-10-percent-20-percent.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Acc | Result date | Report paper |
| --- | --- | --- | --- |
| KSCD | 79.43 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 79.29 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 79.05 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.91 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.87 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.68 | Not recorded | 69608b6953fdd5c361744268 |
| MF | 78.63 | Not recorded | 69608b6953fdd5c361744268 |
| ORCDF | 78.45 | Not recorded | 69608b6953fdd5c361744268 |
| NCD | 78.3 | Not recorded | 69608b6953fdd5c361744268 |
| ReliCD | 78.3 | Not recorded | 69608b6953fdd5c361744268 |
| MIRT | 78.16 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.11 | Not recorded | 69608b6953fdd5c361744268 |
| RCD | 78.02 | Not recorded | 69608b6953fdd5c361744268 |
| KaNCD | 77.97 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 77.55 | Not recorded | 69608b6953fdd5c361744268 |
| IRT | 74.87 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 74.11 | Not recorded | 69608b6953fdd5c361744268 |
| DINA | 64.8 | Not recorded | 69608b6953fdd5c361744268 |

### KSCD

Acc: 79.43. Result ID: 6998b0995698665ec41362a8.

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

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

### OSCD

Acc: 79.29. Result ID: 6998b0995698665ec41362b3.

[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.

### EMO-NAS-CD

Acc: 79.05. Result ID: 6998b0995698665ec41362ac.

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

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

### OSCD

Acc: 78.91. Result ID: 6998b0995698665ec41362b2.

[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

Acc: 78.87. Result ID: 6998b0995698665ec41362b0.

[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

Acc: 78.68. Result ID: 6998b0995698665ec41362b1.

[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.

### MF

Acc: 78.63. Result ID: 6998b0995698665ec41362a5.

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

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

### ORCDF

Acc: 78.45. Result ID: 6998b0995698665ec41362ab.

[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

Acc: 78.3. Result ID: 6998b0995698665ec41362a6.

[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.

### ReliCD

Acc: 78.3. Result ID: 6998b0995698665ec41362aa.

[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.

### MIRT

Acc: 78.16. Result ID: 6998b0995698665ec41362a4.

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

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

### OSCD

Acc: 78.11. Result ID: 6998b0995698665ec41362af.

[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.

### RCD

Acc: 78.02. Result ID: 6998b0995698665ec41362a7.

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

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

### KaNCD

Acc: 77.97. Result ID: 6998b0995698665ec41362a9.

[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

Acc: 77.55. Result ID: 6998b0995698665ec41362ad.

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

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

### IRT

Acc: 74.87. Result ID: 6998b0995698665ec41362a3.

[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

Acc: 74.11. Result ID: 6998b0995698665ec41362ae.

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

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

### DINA

Acc: 64.8. Result ID: 6998b0995698665ec41362a2.

[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.
