# Text Classification on Therapy Diagnosis

Source: [Text Classification on Therapy Diagnosis](<https://www.sota2.com/research/sota/text-classification-on-therapy-diagnosis>)

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

Data updated: 2026-02-26T05:31:19.967Z

Evaluation of Text Classification performance on the Therapy Diagnosis dataset, measured using ACC and ASR.

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 | Text Classification |
| Dataset (including any stated split) | Therapy Diagnosis |
| 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/text-classification-on-therapy-diagnosis.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/text-classification-on-therapy-diagnosis.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 92.34 | Not recorded | 693f960e6cfd488761a81a03 |
| SCOUT | 92.14 | Not recorded | 693f960e6cfd488761a81a03 |
| Baseline | 91.83 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 91.45 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 90.85 | Not recorded | 693f960e6cfd488761a81a03 |
| SCOUT | 90.22 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 90.12 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 89.76 | Not recorded | 693f960e6cfd488761a81a03 |
| Baseline | 89.67 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 89.37 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 88.93 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 88.91 | Not recorded | 693f960e6cfd488761a81a03 |
| SCOUT | 88.56 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 87.42 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 87.29 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 86.19 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 86.18 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 85.74 | Not recorded | 693f960e6cfd488761a81a03 |

### Baseline

Accuracy: 92.34. Result ID: 699704475698665ec45169e9.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### SCOUT

Accuracy: 92.14. Result ID: 699704475698665ec45169fa.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 91.83. Result ID: 699704475698665ec45169f5.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### STRIP

Accuracy: 91.45. Result ID: 699704475698665ec45169eb.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b61e209131cea12023.md>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### MDP

Accuracy: 90.85. Result ID: 699704475698665ec45169f2.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b51e209131cea4cb8a.md>)

[Implementation](<https://github.com/zhaohan-xi/PLM-prompt-defense>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

### SCOUT

Accuracy: 90.22. Result ID: 699704475698665ec45169ee.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### ONION

Accuracy: 90.12. Result ID: 699704475698665ec45169ea.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c731.md>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### MDP

Accuracy: 89.76. Result ID: 699704475698665ec45169ec.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b51e209131cea4cb8a.md>)

[Implementation](<https://github.com/zhaohan-xi/PLM-prompt-defense>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### Baseline

Accuracy: 89.67. Result ID: 699704475698665ec45169ef.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

### STRIP

Accuracy: 89.37. Result ID: 699704475698665ec45169f7.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b61e209131cea12023.md>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### BTU

Accuracy: 88.93. Result ID: 699704475698665ec45169ed.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76781e209131cea6d34b.md>)

Recorded evaluation configuration: {"Model":"DistilBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### ONION

Accuracy: 88.91. Result ID: 699704475698665ec45169f6.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c731.md>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### SCOUT

Accuracy: 88.56. Result ID: 699704475698665ec45169f4.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

### ONION

Accuracy: 87.42. Result ID: 699704475698665ec45169f0.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2a1e209131cea2c731.md>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

### MDP

Accuracy: 87.29. Result ID: 699704475698665ec45169f8.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b51e209131cea4cb8a.md>)

[Implementation](<https://github.com/zhaohan-xi/PLM-prompt-defense>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### STRIP

Accuracy: 86.19. Result ID: 699704475698665ec45169f1.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b61e209131cea12023.md>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

### BTU

Accuracy: 86.18. Result ID: 699704475698665ec45169f9.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76781e209131cea6d34b.md>)

Recorded evaluation configuration: {"Model":"MobileBERT","Attack":"ViralApp"}. This record does not assert independent reproduction.

### BTU

Accuracy: 85.74. Result ID: 699704475698665ec45169f3.

[Reporting paper](<https://www.sota2.com/research/paper/693f960e6cfd488761a81a03.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76781e209131cea6d34b.md>)

Recorded evaluation configuration: {"Model":"Roberta-tiny","Attack":"ViralApp"}. This record does not assert independent reproduction.

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