# Classification on dota2 (F1 score)

Source: [Classification on dota2 (F1 score)](<https://www.sota2.com/research/sota/classification-on-dota2-f1-score>)

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

Data updated: 2026-04-03T06:45:04.454Z

Evaluation of classification performance on the dota2 dataset, reporting the F1 score.

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 | Classification |
| Dataset (including any stated split) | dota2 |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 26 of 26 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/classification-on-dota2-f1-score.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| RNS | 60.17 | Not recorded | 68fa74901e209131cea628a1 |
| RRL | 60.08 | Not recorded | 68fa74901e209131cea628a1 |
| NODE | 60.01 | Not recorded | 68fa74901e209131cea628a1 |
| FT | 59.7 | Not recorded | 68fa74901e209131cea628a1 |
| SAINT | 59.58 | Not recorded | 68fa74901e209131cea628a1 |
| PLNN | 59.46 | Not recorded | 68fa74901e209131cea628a1 |
| LR | 59.34 | Not recorded | 68fa74901e209131cea628a1 |
| TabNet | 59.16 | Not recorded | 68fa74901e209131cea628a1 |
| TabTrans | 59.12 | Not recorded | 68fa74901e209131cea628a1 |
| LGBM | 58.81 | Not recorded | 68fa74901e209131cea628a1 |
| LORD | 58.61 | Not recorded | 68fa74901e209131cea628a1 |
| XGB | 58.53 | Not recorded | 68fa74901e209131cea628a1 |
| SVM | 57.76 | Not recorded | 68fa74901e209131cea628a1 |
| RF | 57.39 | Not recorded | 68fa74901e209131cea628a1 |
| VIME | 57.01 | Not recorded | 68fa74901e209131cea628a1 |
| CRS | 56.31 | Not recorded | 68fa74901e209131cea628a1 |
| RIPPER | 55.67 | Not recorded | 68fa74901e209131cea628a1 |
| BNN | 54.76 | Not recorded | 68fa74901e209131cea628a1 |
| PTURS | 53.82 | Not recorded | 68fa74901e209131cea628a1 |
| DRNET | 52.67 | Not recorded | 68fa74901e209131cea628a1 |
| C4.5 | 52.08 | Not recorded | 68fa74901e209131cea628a1 |
| CART | 51.91 | Not recorded | 68fa74901e209131cea628a1 |
| KNN | 51.61 | Not recorded | 68fa74901e209131cea628a1 |
| CORELS | 46.21 | Not recorded | 68fa74901e209131cea628a1 |
| STG | 41.02 | Not recorded | 68fa74901e209131cea628a1 |
| SBRL | 34.83 | Not recorded | 68fa74901e209131cea628a1 |

### RNS

F1 Score: 60.17. Result ID: 69cf61e347f34ce924b89b33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### RRL

F1 Score: 60.08. Result ID: 69cf61e347f34ce924b89b31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72031e209131cea54244.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### NODE

F1 Score: 60.01. Result ID: 69cf61e347f34ce924b89b1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### FT

F1 Score: 59.7. Result ID: 69cf61e347f34ce924b89b1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb08.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### SAINT

F1 Score: 59.58. Result ID: 69cf61e347f34ce924b89b20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ade.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### PLNN

F1 Score: 59.46. Result ID: 69cf61e347f34ce924b89b1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f954.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### LR

F1 Score: 59.34. Result ID: 69cf61e347f34ce924b89b2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### TabNet

F1 Score: 59.16. Result ID: 69cf61e347f34ce924b89b23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68db1e209131cea1eb45.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### TabTrans

F1 Score: 59.12. Result ID: 69cf61e347f34ce924b89b24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f41e209131cea1f426.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### LGBM

F1 Score: 58.81. Result ID: 69cf61e347f34ce924b89b1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### LORD

F1 Score: 58.61. Result ID: 69cf61e347f34ce924b89b2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### XGB

F1 Score: 58.53. Result ID: 69cf61e347f34ce924b89b26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### SVM

F1 Score: 57.76. Result ID: 69cf61e347f34ce924b89b22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### RF

F1 Score: 57.39. Result ID: 69cf61e347f34ce924b89b1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### VIME

F1 Score: 57.01. Result ID: 69cf61e347f34ce924b89b25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### CRS

F1 Score: 56.31. Result ID: 69cf61e347f34ce924b89b2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671c1e209131cea14551.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### RIPPER

F1 Score: 55.67. Result ID: 69cf61e347f34ce924b89b30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### BNN

F1 Score: 54.76. Result ID: 69cf61e347f34ce924b89b1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62631e209131ce9f907a.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### PTURS

F1 Score: 53.82. Result ID: 69cf61e347f34ce924b89b2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d61e209131cea53435.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### DRNET

F1 Score: 52.67. Result ID: 69cf61e347f34ce924b89b2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69801e209131cea2284b.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### C4.5

F1 Score: 52.08. Result ID: 69cf61e347f34ce924b89b27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### CART

F1 Score: 51.91. Result ID: 69cf61e347f34ce924b89b28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### KNN

F1 Score: 51.61. Result ID: 69cf61e347f34ce924b89b2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### CORELS

F1 Score: 46.21. Result ID: 69cf61e347f34ce924b89b29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64a11e209131cea05b93.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

### STG

F1 Score: 41.02. Result ID: 69cf61e347f34ce924b89b21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680e1e209131cea19e8b.md>)

Recorded evaluation configuration: {"Model Interpretability":"Non-interpretable"}. This record does not assert independent reproduction.

### SBRL

F1 Score: 34.83. Result ID: 69cf61e347f34ce924b89b32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74901e209131cea628a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa633b1e209131ce9fdaab.md>)

Recorded evaluation configuration: {"Model Interpretability":"Interpretable"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
