# Text Classification on Symptom Diagnosis

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

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

Data updated: 2026-02-26T05:21:50.202Z

Evaluation of Text Classification performance on the Symptom 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) | Symptom Diagnosis |
| 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/text-classification-on-symptom-diagnosis.md?metric=ACC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | ACC | Result date | Report paper |
| --- | --- | --- | --- |
| SCOUT | 93.89 | Not recorded | 693f960e6cfd488761a81a03 |
| Baseline | 88.42 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 87.26 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 86.74 | Not recorded | 693f960e6cfd488761a81a03 |
| SCOUT | 86.17 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 85.93 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 84.51 | Not recorded | 693f960e6cfd488761a81a03 |
| Baseline | 80.58 | Not recorded | 693f960e6cfd488761a81a03 |
| SCOUT | 79.45 | Not recorded | 693f960e6cfd488761a81a03 |
| Baseline | 78.76 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 78.73 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 77.34 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 76.97 | Not recorded | 693f960e6cfd488761a81a03 |
| BTU | 75.34 | Not recorded | 693f960e6cfd488761a81a03 |
| ONION | 74.18 | Not recorded | 693f960e6cfd488761a81a03 |
| STRIP | 73.51 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 71.26 | Not recorded | 693f960e6cfd488761a81a03 |
| MDP | 61.62 | Not recorded | 693f960e6cfd488761a81a03 |

### SCOUT

ACC: 93.89. Result ID: 699704475698665ec4516a00.

[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":"Fever"}. This record does not assert independent reproduction.

### Baseline

ACC: 88.42. Result ID: 699704475698665ec4516a01.

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

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

### STRIP

ACC: 87.26. Result ID: 699704475698665ec4516a03.

[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":"Fever"}. This record does not assert independent reproduction.

### MDP

ACC: 86.74. Result ID: 699704475698665ec4516a04.

[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":"Fever"}. This record does not assert independent reproduction.

### SCOUT

ACC: 86.17. Result ID: 699704475698665ec4516a06.

[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":"Fever"}. This record does not assert independent reproduction.

### ONION

ACC: 85.93. Result ID: 699704475698665ec4516a02.

[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":"Fever"}. This record does not assert independent reproduction.

### BTU

ACC: 84.51. Result ID: 699704475698665ec4516a05.

[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":"Fever"}. This record does not assert independent reproduction.

### Baseline

ACC: 80.58. Result ID: 699704475698665ec4516a07.

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

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

### SCOUT

ACC: 79.45. Result ID: 699704475698665ec4516a0c.

[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":"Fever"}. This record does not assert independent reproduction.

### Baseline

ACC: 78.76. Result ID: 699704475698665ec45169fb.

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

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

### STRIP

ACC: 78.73. Result ID: 699704475698665ec4516a09.

[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":"Fever"}. This record does not assert independent reproduction.

### ONION

ACC: 77.34. Result ID: 699704475698665ec4516a08.

[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":"Fever"}. This record does not assert independent reproduction.

### BTU

ACC: 76.97. Result ID: 699704475698665ec4516a0b.

[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":"Fever"}. This record does not assert independent reproduction.

### BTU

ACC: 75.34. Result ID: 699704475698665ec45169ff.

[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":"Fever"}. This record does not assert independent reproduction.

### ONION

ACC: 74.18. Result ID: 699704475698665ec45169fc.

[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":"Fever"}. This record does not assert independent reproduction.

### STRIP

ACC: 73.51. Result ID: 699704475698665ec45169fd.

[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":"Fever"}. This record does not assert independent reproduction.

### MDP

ACC: 71.26. Result ID: 699704475698665ec4516a0a.

[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":"Fever"}. This record does not assert independent reproduction.

### MDP

ACC: 61.62. Result ID: 699704475698665ec45169fe.

[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":"Fever"}. This record does not assert independent reproduction.

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