# Sentiment Analysis on Multilingual Sentiment Analysis Suite Aggregate of 8 Languages (test)

Source: [Sentiment Analysis on Multilingual Sentiment Analysis Suite Aggregate of 8 Languages (test)](<https://www.sota2.com/research/sota/sentiment-analysis-on-multilingual-sentiment-analysis-suite-aggregate-of-8-languages-test>)

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

Data updated: 2026-02-26T05:51:34.330Z

Evaluation of Sentiment Analysis performance across an aggregate suite comprising 8 different languages, measured using 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 | Sentiment Analysis |
| Dataset (including any stated split) | Multilingual Sentiment Analysis Suite Aggregate of 8 Languages (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-multilingual-sentiment-analysis-suite-aggregate-of-8-languages-test.md?metric=Macro-F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro-F1 | Result date | Report paper |
| --- | --- | --- | --- |
| XLM-T | 69.35 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 69.06 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 66.82 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 66.75 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 64.8 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 64.78 | Not recorded | 68fa6c881e209131cea34843 |
| FT | 51.01 | Not recorded | 68fa6c881e209131cea34843 |

### XLM-T

Macro-F1: 69.35. Result ID: 698f202a3a6c314849f602c9.

[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: 69.06. Result ID: 698f202a3a6c314849f602c7.

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

### XLM-T

Macro-F1: 66.82. Result ID: 698f202a3a6c314849f602c5.

[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-R

Macro-F1: 66.75. Result ID: 698f202a3a6c314849f602c8.

[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: 64.8. Result ID: 698f202a3a6c314849f602c4.

[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: 64.78. Result ID: 698f202a3a6c314849f602c6.

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

### FT

Macro-F1: 51.01. Result ID: 698f202a3a6c314849f602c3.

[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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