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

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

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

Data updated: 2026-02-26T05:51:34.170Z

Evaluation of Fine-Grained Stereotype Detection performance on the test split of the Fine-Grained Stereotype Detection dataset, reporting Macro-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 | Fine-Grained Stereotype Detection |
| Dataset (including any stated split) | Fine-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/fine-grained-stereotype-detection-on-fine-grained-stereotype-detection-test.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| BART-large + RL-MTL | 67.94 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-base + RL-MTL | 65.72 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-base + MTL | 65 | Not recorded | 68fa6c1c1e209131cea3243e |
| BART-large + MTL | 64.9 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large + RL-MTL | 64.74 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large + MTL | 61.65 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-base | 61.36 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large + MTL | 57 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large + RL-MTL | 56.37 | Not recorded | 68fa6c1c1e209131cea3243e |
| BERT-large | 55.42 | Not recorded | 68fa6c1c1e209131cea3243e |
| BART-large | 54.64 | Not recorded | 68fa6c1c1e209131cea3243e |
| XINet-large | 53.8 | Not recorded | 68fa6c1c1e209131cea3243e |

### BART-large + RL-MTL

Macro-F1: 67.94. Result ID: 698eda21ffc3901de0a234c7.

[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-base + RL-MTL

Macro-F1: 65.72. Result ID: 698eda21ffc3901de0a234c5.

[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.

### BERT-base + MTL

Macro-F1: 65. Result ID: 698eda21ffc3901de0a234c1.

[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.

### BART-large + MTL

Macro-F1: 64.9. Result ID: 698eda21ffc3901de0a234c3.

[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-large + RL-MTL

Macro-F1: 64.74. Result ID: 698eda21ffc3901de0a234c6.

[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-large + MTL

Macro-F1: 61.65. Result ID: 698eda21ffc3901de0a234c2.

[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-base

Macro-F1: 61.36. Result ID: 698eda21ffc3901de0a234bd.

[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: 57. Result ID: 698eda21ffc3901de0a234c4.

[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 + RL-MTL

Macro-F1: 56.37. Result ID: 698eda21ffc3901de0a234c8.

[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.

### BERT-large

Macro-F1: 55.42. Result ID: 698eda21ffc3901de0a234be.

[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.

### BART-large

Macro-F1: 54.64. Result ID: 698eda21ffc3901de0a234bf.

[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.

### XINet-large

Macro-F1: 53.8. Result ID: 698eda21ffc3901de0a234c0.

[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.

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