# Sequence Classification on MassiveIntent European Languages

Source: [Sequence Classification on MassiveIntent European Languages](<https://www.sota2.com/research/sota/sequence-classification-on-massiveintent-european-languages>)

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

Data updated: 2026-06-02T11:47:13.207Z

Evaluation of Sequence Classification performance on the MassiveIntent European Languages dataset, typically measured by Accuracy.

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 | Sequence Classification |
| Dataset (including any stated split) | MassiveIntent European Languages |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/sequence-classification-on-massiveintent-european-languages.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| XLM-RoBERTa | 88.8 | Not recorded | 68fa77a51e209131cea7498b |
| XLM-RoBERTa | 88.5 | Not recorded | 68fa77a51e209131cea7498b |
| EuroBERT | 88.2 | Not recorded | 68fa77a51e209131cea7498b |
| EuroBERT | 87.8 | Not recorded | 68fa77a51e209131cea7498b |
| mGTE | 87.5 | Not recorded | 68fa77a51e209131cea7498b |
| mDeBERTa | 87.3 | Not recorded | 68fa77a51e209131cea7498b |
| XLM-RoBERTa | 87.2 | Not recorded | 68fa77a51e209131cea7498b |
| EuroBERT | 87.2 | Not recorded | 68fa77a51e209131cea7498b |

### XLM-RoBERTa

Accuracy: 88.8. Result ID: 6a1ec23bfbc373592c1a20f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

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

Recorded evaluation configuration: {"Number of Parameters":"560M"}. This record does not assert independent reproduction.

### XLM-RoBERTa

Accuracy: 88.5. Result ID: 6a1ec23bfbc373592c1a20f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

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

Recorded evaluation configuration: {"Number of Parameters":"3.5B"}. This record does not assert independent reproduction.

### EuroBERT

Accuracy: 88.2. Result ID: 6a1ec23bfbc373592c1a20fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

Recorded evaluation configuration: {"Number of Parameters":"2.1B"}. This record does not assert independent reproduction.

### EuroBERT

Accuracy: 87.8. Result ID: 6a1ec23bfbc373592c1a20fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

Recorded evaluation configuration: {"Number of Parameters":"610M"}. This record does not assert independent reproduction.

### mGTE

Accuracy: 87.5. Result ID: 6a1ec23bfbc373592c1a20f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75381e209131cea668a7.md>)

Recorded evaluation configuration: {"Number of Parameters":"305M"}. This record does not assert independent reproduction.

### mDeBERTa

Accuracy: 87.3. Result ID: 6a1ec23bfbc373592c1a20f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee11e209131cea4297b.md>)

[Implementation](<https://github.com/microsoft/DeBERTa>)

Recorded evaluation configuration: {"Number of Parameters":"280M"}. This record does not assert independent reproduction.

### XLM-RoBERTa

Accuracy: 87.2. Result ID: 6a1ec23bfbc373592c1a20f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

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

Recorded evaluation configuration: {"Number of Parameters":"280M"}. This record does not assert independent reproduction.

### EuroBERT

Accuracy: 87.2. Result ID: 6a1ec23bfbc373592c1a20fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a51e209131cea7498b.md>)

Recorded evaluation configuration: {"Number of Parameters":"210M"}. This record does not assert independent reproduction.

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