# Aspect-based Sentiment Quadruple Extraction on LASQ Uzbek

Source: [Aspect-based Sentiment Quadruple Extraction on LASQ Uzbek](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek>)

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

Data updated: 2026-04-14T09:11:05.722Z

Evaluation of Aspect-based Sentiment Quadruple Extraction performance on the LASQ Uzbek dataset, utilizing detailed entity and relation F1 scores, alongside overall quadruple precision, recall, and F1.

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-based Sentiment Quadruple Extraction |
| Dataset (including any stated split) | LASQ Uzbek |
| Metric | Entity Target F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Entity Target F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Entity%20Target%20F1>): Higher is better; unit: PERCENT.

- [Entity Aspect F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Entity%20Aspect%20F1>): Higher is better; unit: PERCENT.

- [Entity Opinion F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Entity%20Opinion%20F1>): Higher is better; unit: PERCENT.

- [Relation Target-Aspect F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Relation%20Target-Aspect%20F1>): Higher is better; unit: PERCENT.

- [Relation Target-Opinion F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Relation%20Target-Opinion%20F1>): Higher is better; unit: PERCENT.

- [Relation Aspect-Opinion F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Relation%20Aspect-Opinion%20F1>): Higher is better; unit: PERCENT.

- [Quadruple Precision](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Quadruple%20Precision>): Higher is better; unit: PERCENT.

- [Quadruple Recall](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Quadruple%20Recall>): Higher is better; unit: PERCENT.

- [Quadruple F1](<https://www.sota2.com/research/sota/aspect-based-sentiment-quadruple-extraction-on-lasq-uzbek.md?metric=Quadruple%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Entity Target F1 | Result date | Report paper |
| --- | --- | --- | --- |
| SKEM | 75.9 | Not recorded | 69ddca3d7d0172140ec79c0a |
| H2DT | 75.77 | Not recorded | 69ddca3d7d0172140ec79c0a |
| Meta-WP | 75.62 | Not recorded | 69ddca3d7d0172140ec79c0a |
| MRM-STS | 73.52 | Not recorded | 69ddca3d7d0172140ec79c0a |
| Span-ASTE | 65.21 | Not recorded | 69ddca3d7d0172140ec79c0a |
| EC-ACOS | 64.06 | Not recorded | 69ddca3d7d0172140ec79c0a |
| ParaPhrase | 63.16 | Not recorded | 69ddca3d7d0172140ec79c0a |
| GPT-5 | 40.24 | Not recorded | 69ddca3d7d0172140ec79c0a |
| Qwen3-Max | 40.06 | Not recorded | 69ddca3d7d0172140ec79c0a |
| GPT-5 | 38.32 | Not recorded | 69ddca3d7d0172140ec79c0a |
| Qwen3-Max | 35.51 | Not recorded | 69ddca3d7d0172140ec79c0a |

### SKEM

Entity Target F1: 75.9. Result ID: 69de043b47f34ce924c5a1d8.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

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

### H2DT

Entity Target F1: 75.77. Result ID: 69de043b47f34ce924c5a1d3.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

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

### Meta-WP

Entity Target F1: 75.62. Result ID: 69de043b47f34ce924c5a1d1.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f721e209131cea45a40.md>)

[Implementation](<https://github.com/unikcc/DiaASQ>)

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

### MRM-STS

Entity Target F1: 73.52. Result ID: 69de043b47f34ce924c5a1d2.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

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

### Span-ASTE

Entity Target F1: 65.21. Result ID: 69de043b47f34ce924c5a1cf.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a761e209131cea2850a.md>)

[Implementation](<https://github.com/chiayewken/Span-ASTE>)

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

### EC-ACOS

Entity Target F1: 64.06. Result ID: 69de043b47f34ce924c5a1ce.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

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

### ParaPhrase

Entity Target F1: 63.16. Result ID: 69de043b47f34ce924c5a1d0.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aea1e209131cea2afec.md>)

[Implementation](<https://github.com/IsakZhang/ABSA-QUAD>)

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

### GPT-5

Entity Target F1: 40.24. Result ID: 69de043b47f34ce924c5a1d7.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

Recorded evaluation configuration: {"Evaluation Setting":"In-context learning (ICL)"}. This record does not assert independent reproduction.

### Qwen3-Max

Entity Target F1: 40.06. Result ID: 69de043b47f34ce924c5a1d6.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Evaluation Setting":"In-context learning (ICL)"}. This record does not assert independent reproduction.

### GPT-5

Entity Target F1: 38.32. Result ID: 69de043b47f34ce924c5a1d5.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot (ZS)"}. This record does not assert independent reproduction.

### Qwen3-Max

Entity Target F1: 35.51. Result ID: 69de043b47f34ce924c5a1d4.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca3d7d0172140ec79c0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot (ZS)"}. This record does not assert independent reproduction.

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