# Sentiment Analysis on SB-10K (German) 2013-2016 (test)

Source: [Sentiment Analysis on SB-10K (German) 2013-2016 (test)](<https://www.sota2.com/research/sota/sentiment-analysis-on-sb-10k-german-2013-2016-test>)

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

Data updated: 2026-02-26T05:51:23.828Z

Evaluation of Sentiment Analysis performance on the test split of the SB-10K dataset covering German texts from 2013 to 2016, 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 | Sentiment Analysis |
| Dataset (including any stated split) | SB-10K (German) 2013-2016 (test) |
| Metric | Macro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/sentiment-analysis-on-sb-10k-german-2013-2016-test.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| XLM-T | 77.35 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 76.13 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 75.49 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 73.61 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 72.84 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 72.48 | Not recorded | 68fa6c881e209131cea34843 |
| FT | 59.56 | Not recorded | 68fa6c881e209131cea34843 |

### XLM-T

Macro F1: 77.35. Result ID: 698f202a3a6c314849f602a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Implementation](<https://github.com/cardiffnlp/xlm-t>)

Recorded evaluation configuration: {"Training Setting":"Multilingual"}. This record does not assert independent reproduction.

### XLM-T

Macro F1: 76.13. Result ID: 698f202a3a6c314849f602a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Implementation](<https://github.com/cardiffnlp/xlm-t>)

Recorded evaluation configuration: {"Training Setting":"Monolingual"}. This record does not assert independent reproduction.

### XLM-T

Macro F1: 75.49. Result ID: 698f202a3a6c314849f602a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Implementation](<https://github.com/cardiffnlp/xlm-t>)

Recorded evaluation configuration: {"Training Setting":"Bilingual","Bilingual Transfer Source Language":"It"}. This record does not assert independent reproduction.

### XLM-R

Macro F1: 73.61. Result ID: 698f202a3a6c314849f602a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15706.md>)

Recorded evaluation configuration: {"Training Setting":"Monolingual"}. This record does not assert independent reproduction.

### XLM-R

Macro F1: 72.84. Result ID: 698f202a3a6c314849f602a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15706.md>)

Recorded evaluation configuration: {"Training Setting":"Multilingual"}. This record does not assert independent reproduction.

### XLM-R

Macro F1: 72.48. Result ID: 698f202a3a6c314849f602a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea15706.md>)

Recorded evaluation configuration: {"Training Setting":"Bilingual","Bilingual Transfer Source Language":"En"}. This record does not assert independent reproduction.

### FT

Macro F1: 59.56. Result ID: 698f202a3a6c314849f602a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c881e209131cea34843.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a21e209131ce9fa626.md>)

[Implementation](<https://github.com/facebookresearch/fastText>)

Recorded evaluation configuration: {"Training Setting":"Monolingual"}. This record does not assert independent reproduction.

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