# Aspect-Opinion-Sentiment Triple Extraction on 14res (test)

Source: [Aspect-Opinion-Sentiment Triple Extraction on 14res (test)](<https://www.sota2.com/research/sota/aspect-opinion-sentiment-triple-extraction-on-14res-test>)

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

Data updated: 2026-02-26T05:58:22.369Z

Evaluation of Aspect-Opinion-Sentiment Triple Extraction performance on the test split of the 14res dataset, measured using Precision, Recall, and F1 scores.

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-Opinion-Sentiment Triple Extraction (Triple) |
| Dataset (including any stated split) | 14res (test) |
| Metric | Precision |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Precision](<https://www.sota2.com/research/sota/aspect-opinion-sentiment-triple-extraction-on-14res-test.md?metric=Precision>): Higher is better; unit: SCALAR.

- [Recall](<https://www.sota2.com/research/sota/aspect-opinion-sentiment-triple-extraction-on-14res-test.md?metric=Recall>): Higher is better; unit: SCALAR.

- [F1 Score](<https://www.sota2.com/research/sota/aspect-opinion-sentiment-triple-extraction-on-14res-test.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| SBN | 0.7636 | Not recorded | 68fa6de31e209131cea3cad1 |
| B-MRC | 0.7541 | Not recorded | 68fa6de31e209131cea3cad1 |
| Span-ASTE | 0.7289 | Not recorded | 68fa6de31e209131cea3cad1 |
| Dual-MRC | 0.7155 | Not recorded | 68fa69ae1e209131cea23568 |
| Dual-MRC | 0.7155 | Not recorded | 68fa6de31e209131cea3cad1 |
| GTS-BERT | 0.7092 | Not recorded | 68fa6de31e209131cea3cad1 |
| JETt | 0.702 | Not recorded | 68fa6de31e209131cea3cad1 |
| JETO | 0.6797 | Not recorded | 68fa6de31e209131cea3cad1 |
| Peng-two-stage | 0.4418 | Not recorded | 68fa69ae1e209131cea23568 |
| PENG-two-stage | 0.4418 | Not recorded | 68fa6de31e209131cea3cad1 |
| Li-unified-R | 0.4144 | Not recorded | 68fa69ae1e209131cea23568 |
| CMLA | 0.4011 | Not recorded | 68fa69ae1e209131cea23568 |
| RINANTE | 0.3107 | Not recorded | 68fa69ae1e209131cea23568 |

### SBN

Precision: 0.7636. Result ID: 698ff9c83a6c314849fd30a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Implementation](<https://github.com/chen1310054465/SBN>)

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

### B-MRC

Precision: 0.7541. Result ID: 698ff9c83a6c314849fd309e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697a1e209131cea22500.md>)

[Implementation](<https://github.com/NKU-IIPLab/BMRC>)

Recorded evaluation configuration: {"reproduced":true}. This record does not assert independent reproduction.

### Span-ASTE

Precision: 0.7289. Result ID: 698ff9c83a6c314849fd309f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.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.

### Dual-MRC

Precision: 0.7155. Result ID: 698dd0a98b517eb43323ea8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

Recorded evaluation configuration: {"Backbone":"BERT-Base-Uncased"}. This record does not assert independent reproduction.

### Dual-MRC

Precision: 0.7155. Result ID: 698ff9c83a6c314849fd309d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

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

### GTS-BERT

Precision: 0.7092. Result ID: 698ff9c83a6c314849fd309c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68aa1e209131cea1d9d6.md>)

[Implementation](<https://github.com/NJUNLP/GTS>)

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

### JETt

Precision: 0.702. Result ID: 698ff9c83a6c314849fd309a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea2273c.md>)

[Implementation](<https://github.com/xuuuluuu/Position-Aware-Tagging-for-ASTE>)

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

### JETO

Precision: 0.6797. Result ID: 698ff9c83a6c314849fd309b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea2273c.md>)

[Implementation](<https://github.com/xuuuluuu/Position-Aware-Tagging-for-ASTE>)

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

### Peng-two-stage

Precision: 0.4418. Result ID: 698dd0a98b517eb43323ea8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a63.md>)

[Implementation](<https://github.com/xuuuluuu/SemEval-Triplet-data>)

Recorded evaluation configuration: {"Tagging Schema":"unified tagging"}. This record does not assert independent reproduction.

### PENG-two-stage

Precision: 0.4418. Result ID: 698ff9c83a6c314849fd3099.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de31e209131cea3cad1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a63.md>)

[Implementation](<https://github.com/xuuuluuu/SemEval-Triplet-data>)

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

### Li-unified-R

Precision: 0.4144. Result ID: 698dd0a98b517eb43323ea8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a63.md>)

[Implementation](<https://github.com/xuuuluuu/SemEval-Triplet-data>)

Recorded evaluation configuration: {"Tagging Schema":"unified tagging"}. This record does not assert independent reproduction.

### CMLA

Precision: 0.4011. Result ID: 698dd0a98b517eb43323ea8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a63.md>)

[Implementation](<https://github.com/xuuuluuu/SemEval-Triplet-data>)

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

### RINANTE

Precision: 0.3107. Result ID: 698dd0a98b517eb43323ea8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69ae1e209131cea23568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ad1e209131cea11a63.md>)

[Implementation](<https://github.com/xuuuluuu/SemEval-Triplet-data>)

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

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