# Cognitive Diagnosis on SLP-Math (60% 20% 20%)

Source: [Cognitive Diagnosis on SLP-Math (60% 20% 20%)](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-60-percent-20-percent-20-percent>)

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

Data updated: 2026-02-26T05:21:55.703Z

Evaluation of model performance on the SLP-Math dataset using the 60%/20%/20% split configuration for Cognitive Diagnosis tasks, reporting metrics like ACC, AUC, and 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 (60% 20% 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-60-percent-20-percent-20-percent.md?metric=ACC>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-60-percent-20-percent-20-percent.md?metric=AUC>): Higher is better; unit: PERCENT.

- [RMSE](<https://www.sota2.com/research/sota/cognitive-diagnosis-on-slp-math-60-percent-20-percent-20-percent.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ACC | Result date | Report paper |
| --- | --- | --- | --- |
| OSCD | 78.73 | Not recorded | 69608b6953fdd5c361744268 |
| KSCD | 78.63 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.53 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.49 | Not recorded | 69608b6953fdd5c361744268 |
| ReliCD | 78.43 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 78.25 | Not recorded | 69608b6953fdd5c361744268 |
| ORCDF | 77.99 | Not recorded | 69608b6953fdd5c361744268 |
| NCD | 77.91 | Not recorded | 69608b6953fdd5c361744268 |
| OSCD | 77.67 | Not recorded | 69608b6953fdd5c361744268 |
| MIRT | 77.64 | Not recorded | 69608b6953fdd5c361744268 |
| RCD | 77.49 | Not recorded | 69608b6953fdd5c361744268 |
| KaNCD | 77.44 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 77.4 | Not recorded | 69608b6953fdd5c361744268 |
| MF | 76.99 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 76.79 | Not recorded | 69608b6953fdd5c361744268 |
| EMO-NAS-CD | 74.47 | Not recorded | 69608b6953fdd5c361744268 |
| IRT | 72.83 | Not recorded | 69608b6953fdd5c361744268 |
| DINA | 61.56 | Not recorded | 69608b6953fdd5c361744268 |

### OSCD

ACC: 78.73. Result ID: 6998b0995698665ec413629e.

[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.

### KSCD

ACC: 78.63. Result ID: 6998b0995698665ec4136296.

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

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

### OSCD

ACC: 78.53. Result ID: 6998b0995698665ec41362a0.

[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: 78.49. Result ID: 6998b0995698665ec413629d.

[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.

### ReliCD

ACC: 78.43. Result ID: 6998b0995698665ec4136298.

[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.

### OSCD

ACC: 78.25. Result ID: 6998b0995698665ec413629f.

[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.

### ORCDF

ACC: 77.99. Result ID: 6998b0995698665ec4136299.

[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: 77.91. Result ID: 6998b0995698665ec4136294.

[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

ACC: 77.67. Result ID: 6998b0995698665ec41362a1.

[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.

### MIRT

ACC: 77.64. Result ID: 6998b0995698665ec4136292.

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

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

### RCD

ACC: 77.49. Result ID: 6998b0995698665ec4136295.

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

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

### KaNCD

ACC: 77.44. Result ID: 6998b0995698665ec4136297.

[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: 77.4. Result ID: 6998b0995698665ec413629a.

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

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

### MF

ACC: 76.99. Result ID: 6998b0995698665ec4136293.

[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: 76.79. Result ID: 6998b0995698665ec413629b.

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

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

### EMO-NAS-CD

ACC: 74.47. Result ID: 6998b0995698665ec413629c.

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

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

### IRT

ACC: 72.83. Result ID: 6998b0995698665ec4136291.

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

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

### DINA

ACC: 61.56. Result ID: 6998b0995698665ec4136290.

[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.
