# Sentiment Analysis on Sentipolc Italian 2016 (test)

Source: [Sentiment Analysis on Sentipolc Italian 2016 (test)](<https://www.sota2.com/research/sota/sentiment-analysis-on-sentipolc-italian-2016-test>)

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

Data updated: 2026-02-26T05:51:23.855Z

Evaluation of Sentiment Analysis performance on the test split of the Sentipolc Italian 2016 dataset, 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) | Sentipolc Italian 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-sentipolc-italian-2016-test.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| XLM-T | 73.5 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 71.47 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 70.91 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 70.43 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-T | 69.06 | Not recorded | 68fa6c881e209131cea34843 |
| XLM-R | 68.62 | Not recorded | 68fa6c881e209131cea34843 |
| FT | 54.65 | Not recorded | 68fa6c881e209131cea34843 |

### XLM-T

Macro F1: 73.5. Result ID: 698f202a3a6c314849f602b2.

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

### XLM-R

Macro F1: 71.47. Result ID: 698f202a3a6c314849f602af.

[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-T

Macro F1: 70.91. Result ID: 698f202a3a6c314849f602b0.

[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: 70.43. Result ID: 698f202a3a6c314849f602b1.

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

### XLM-T

Macro F1: 69.06. Result ID: 698f202a3a6c314849f602b4.

[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-R

Macro F1: 68.62. Result ID: 698f202a3a6c314849f602b3.

[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.

### FT

Macro F1: 54.65. Result ID: 698f202a3a6c314849f602ae.

[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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