# Aspect Sentiment Quadruplet Prediction on Czech (test)

Source: [Aspect Sentiment Quadruplet Prediction on Czech (test)](<https://www.sota2.com/research/sota/aspect-sentiment-quadruplet-prediction-on-czech-test>)

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

Data updated: 2026-03-05T08:43:23.194Z

Evaluation of Aspect Sentiment Quadruplet Prediction performance on the test split of the Czech dataset.

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 | Aspect Sentiment Quadruplet Prediction |
| Dataset (including any stated split) | Czech (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/aspect-sentiment-quadruplet-prediction-on-czech-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| mT5 | 64.64 | Not recorded | 69a124eb2d603e6de3e3c32a |
| Aya 23 8B | 63.71 | Not recorded | 69a124eb2d603e6de3e3c32a |
| LLaMA 3.1 8B | 63.6 | Not recorded | 69a124eb2d603e6de3e3c32a |
| Gemma 3 12B | 61.61 | Not recorded | 69a124eb2d603e6de3e3c32a |
| Orca 2 13B | 57.67 | Not recorded | 69a124eb2d603e6de3e3c32a |
| Gemma 3 4B | 51.44 | Not recorded | 69a124eb2d603e6de3e3c32a |

### mT5

F1 Score: 64.64. Result ID: 69a942176dbb7075b952c6f2.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea2276f.md>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

### Aya 23 8B

F1 Score: 63.71. Result ID: 69a942176dbb7075b952c6f3.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73621e209131cea5c148.md>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

### LLaMA 3.1 8B

F1 Score: 63.6. Result ID: 69a942176dbb7075b952c6f6.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

### Gemma 3 12B

F1 Score: 61.61. Result ID: 69a942176dbb7075b952c6f5.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

### Orca 2 13B

F1 Score: 57.67. Result ID: 69a942176dbb7075b952c6f7.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713d1e209131cea4ffa9.md>)

[Implementation](<https://www.sota2.com/aka.ms/orca-lm>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

### Gemma 3 4B

F1 Score: 51.44. Result ID: 69a942176dbb7075b952c6f4.

[Reporting paper](<https://www.sota2.com/research/paper/69a124eb2d603e6de3e3c32a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746cd.md>)

Recorded evaluation configuration: {"Training":"multilingual fine-tuning"}. This record does not assert independent reproduction.

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