# Semantic Parsing on PTG

Source: [Semantic Parsing on PTG](<https://www.sota2.com/research/sota/semantic-parsing-on-ptg>)

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

Data updated: 2026-02-26T05:35:47.872Z

Evaluation of Semantic Parsing performance on the PTG 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 | Semantic Parsing |
| Dataset (including any stated split) | PTG |
| Metric | Average Score |
| 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

- [Average Score](<https://www.sota2.com/research/sota/semantic-parsing-on-ptg.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| RobeCzech | 92.36 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| previous SoTA | 92.24 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| XLM-R large | 92.11 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| XLM-R base | 91.55 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| Slavic BERT | 91.27 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| Czert | 90.66 | Not recorded | 68fa6b0b1e209131cea2ba86 |
| mBERT | 90.62 | Not recorded | 68fa6b0b1e209131cea2ba86 |

### RobeCzech

Average Score: 92.36. Result ID: 698e4cc3ffc3901de09c6d7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

[Implementation](<https://huggingface.co/ufal/robeczech-base>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### previous SoTA

Average Score: 92.24. Result ID: 698e4cc3ffc3901de09c6d80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### XLM-R large

Average Score: 92.11. Result ID: 698e4cc3ffc3901de09c6d7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

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

Recorded evaluation configuration: {"size":"large"}. This record does not assert independent reproduction.

### XLM-R base

Average Score: 91.55. Result ID: 698e4cc3ffc3901de09c6d7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

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

Recorded evaluation configuration: {"size":"base"}. This record does not assert independent reproduction.

### Slavic BERT

Average Score: 91.27. Result ID: 698e4cc3ffc3901de09c6d7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Czert

Average Score: 90.66. Result ID: 698e4cc3ffc3901de09c6d7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea29491.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### mBERT

Average Score: 90.62. Result ID: 698e4cc3ffc3901de09c6d7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba86.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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