# Coarse-Grained Stereotype Detection on Coarse-Grained Stereotype Detection (test)

Source: [Coarse-Grained Stereotype Detection on Coarse-Grained Stereotype Detection (test)](<https://www.sota2.com/research/sota/coarse-grained-stereotype-detection-on-coarse-grained-stereotype-detection-test>)

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

Data updated: 2026-02-26T05:51:23.741Z

Evaluation of Coarse-Grained Stereotype Detection performance on the test split of the Coarse-Grained Stereotype Detection dataset, measured using Macro-F1.

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 | Coarse-Grained Stereotype Detection |
| Dataset (including any stated split) | Coarse-Grained Stereotype Detection (test) |
| Metric | Macro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Macro F1](<https://www.sota2.com/research/sota/coarse-grained-stereotype-detection-on-coarse-grained-stereotype-detection-test.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| BERT-base + RL-MTL | 74.18 | Not recorded | 68fa6c1c1e209131cea3243e |
| BART-large + RL-MTL | 74.11 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large + RL-MTL | 70.88 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-base + MTL | 68.29 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large + RL-MTL | 67.98 | Not recorded | 68fa6c1c1e209131cea3243e |
| BART-large + MTL | 65.77 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-base | 65.71 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large + MTL | 65.21 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large | 63.71 | Not recorded | 68fa6c1c1e209131cea3243e |
| BART-large | 63.4 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large + MTL | 61.96 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large | 59.63 | Not recorded | 68fa6c1c1e209131cea3243e |

### BERT-base + RL-MTL

Macro F1: 74.18. Result ID: 698eda21ffc3901de0a234b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BERT-base","Framework":"RL-guided MTL"}. This record does not assert independent reproduction.

### BART-large + RL-MTL

Macro F1: 74.11. Result ID: 698eda21ffc3901de0a234bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BART-large","Framework":"RL-guided MTL"}. This record does not assert independent reproduction.

### BERT-large + RL-MTL

Macro F1: 70.88. Result ID: 698eda21ffc3901de0a234ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BERT-large","Framework":"RL-guided MTL"}. This record does not assert independent reproduction.

### BERT-base + MTL

Macro F1: 68.29. Result ID: 698eda21ffc3901de0a234b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BERT-base","Framework":"Multi-Task Learning"}. This record does not assert independent reproduction.

### XINet-large + RL-MTL

Macro F1: 67.98. Result ID: 698eda21ffc3901de0a234bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"XINet-large","Framework":"RL-guided MTL"}. This record does not assert independent reproduction.

### BART-large + MTL

Macro F1: 65.77. Result ID: 698eda21ffc3901de0a234b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BART-large","Framework":"Multi-Task Learning"}. This record does not assert independent reproduction.

### BERT-base

Macro F1: 65.71. Result ID: 698eda21ffc3901de0a234b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Backbone":"BERT-base"}. This record does not assert independent reproduction.

### XINet-large + MTL

Macro F1: 65.21. Result ID: 698eda21ffc3901de0a234b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"XINet-large","Framework":"Multi-Task Learning"}. This record does not assert independent reproduction.

### XINet-large

Macro F1: 63.71. Result ID: 698eda21ffc3901de0a234b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e61e209131cea1300d.md>)

[Implementation](<https://github.com/zihangdai/xlnet>)

Recorded evaluation configuration: {"Backbone":"XINet-large"}. This record does not assert independent reproduction.

### BART-large

Macro F1: 63.4. Result ID: 698eda21ffc3901de0a234b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fff.md>)

Recorded evaluation configuration: {"Backbone":"BART-large"}. This record does not assert independent reproduction.

### BERT-large + MTL

Macro F1: 61.96. Result ID: 698eda21ffc3901de0a234b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Implementation](<https://github.com/pujari-rajkumar/rl-guided-multitask-learning>)

Recorded evaluation configuration: {"Backbone":"BERT-large","Framework":"Multi-Task Learning"}. This record does not assert independent reproduction.

### BERT-large

Macro F1: 59.63. Result ID: 698eda21ffc3901de0a234b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1c1e209131cea3243e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Backbone":"BERT-large"}. This record does not assert independent reproduction.

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