# Aspect-Opinion-Sentiment Triple Extraction (Triple) on 15res (test) Source: [Aspect-Opinion-Sentiment Triple Extraction (Triple) on 15res (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:22.384Z Evaluation of Aspect-Opinion-Sentiment Triple Extraction performance on the test split of the 15res 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) | 15res (test) | | Metric | Precision | | Unit | PERCENT | | 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](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | SBN | 69.93 | Not recorded | 68fa6de31e209131cea3cad1 | | B-MRC | 69.83 | Not recorded | 68fa6de31e209131cea3cad1 | | Dual-MRC | 63.78 | Not recorded | 68fa69ae1e209131cea23568 | | Dual-MRC | 63.78 | Not recorded | 68fa6de31e209131cea3cad1 | | Span-ASTE | 62.18 | Not recorded | 68fa6de31e209131cea3cad1 | | JETt | 62.14 | Not recorded | 68fa6de31e209131cea3cad1 | | GTS-BERT | 59.29 | Not recorded | 68fa6de31e209131cea3cad1 | | JETO | 58.35 | Not recorded | 68fa6de31e209131cea3cad1 | | Li-unified-R | 43.34 | Not recorded | 68fa69ae1e209131cea23568 | | Peng-two-stage | 40.97 | Not recorded | 68fa69ae1e209131cea23568 | | PENG-two-stage | 40.97 | Not recorded | 68fa6de31e209131cea3cad1 | | CMLA | 34.4 | Not recorded | 68fa69ae1e209131cea23568 | | RINANTE | 29.4 | Not recorded | 68fa69ae1e209131cea23568 | ### SBN Precision: 69.93. Result ID: 698ff9c83a6c314849fd30a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### B-MRC Precision: 69.83. Result ID: 698ff9c83a6c314849fd30a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"reproduced":true}. This record does not assert independent reproduction. ### Dual-MRC Precision: 63.78. Result ID: 698dd0a98b517eb43323ea99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT-Base-Uncased"}. This record does not assert independent reproduction. ### Dual-MRC Precision: 63.78. Result ID: 698ff9c83a6c314849fd30a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Span-ASTE Precision: 62.18. Result ID: 698ff9c83a6c314849fd30a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JETt Precision: 62.14. Result ID: 698ff9c83a6c314849fd30a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GTS-BERT Precision: 59.29. Result ID: 698ff9c83a6c314849fd30a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JETO Precision: 58.35. Result ID: 698ff9c83a6c314849fd30a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Li-unified-R Precision: 43.34. Result ID: 698dd0a98b517eb43323ea97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tagging Schema":"unified tagging"}. This record does not assert independent reproduction. ### Peng-two-stage Precision: 40.97. Result ID: 698dd0a98b517eb43323ea98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tagging Schema":"unified tagging"}. This record does not assert independent reproduction. ### PENG-two-stage Precision: 40.97. Result ID: 698ff9c83a6c314849fd30a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMLA Precision: 34.4. Result ID: 698dd0a98b517eb43323ea96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RINANTE Precision: 29.4. Result ID: 698dd0a98b517eb43323ea95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.