# Aspect-based Sentiment Quadruple Extraction on LASQ Uyghur Source: [Aspect-based Sentiment Quadruple Extraction on LASQ Uyghur]() Collection index: [llms.txt]() Data updated: 2026-04-14T09:11:05.749Z Evaluation of Aspect-based Sentiment Quadruple Extraction performance on the LASQ Uyghur dataset, reporting component F1 scores and final 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 Uyghur | | 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](): Higher is better; unit: PERCENT. - [Entity Aspect F1](): Higher is better; unit: PERCENT. - [Entity Opinion F1](): Higher is better; unit: PERCENT. - [Relation Target-Aspect F1](): Higher is better; unit: PERCENT. - [Relation Target-Opinion F1](): Higher is better; unit: PERCENT. - [Relation Aspect-Opinion F1](): Higher is better; unit: PERCENT. - [Quadruple Precision](): Higher is better; unit: PERCENT. - [Quadruple Recall](): Higher is better; unit: PERCENT. - [Quadruple F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Entity Target F1 | Result date | Report paper | | --- | --- | --- | --- | | H2DT | 80.9 | Not recorded | 69ddca3d7d0172140ec79c0a | | SKEM | 80.46 | Not recorded | 69ddca3d7d0172140ec79c0a | | Meta-WP | 79.74 | Not recorded | 69ddca3d7d0172140ec79c0a | | MRM-STS | 77.51 | Not recorded | 69ddca3d7d0172140ec79c0a | | EC-ACOS | 69.32 | Not recorded | 69ddca3d7d0172140ec79c0a | | Span-ASTE | 68.31 | Not recorded | 69ddca3d7d0172140ec79c0a | | ParaPhrase | 62.65 | Not recorded | 69ddca3d7d0172140ec79c0a | | GPT-5 | 42.83 | Not recorded | 69ddca3d7d0172140ec79c0a | | GPT-5 | 40.79 | Not recorded | 69ddca3d7d0172140ec79c0a | | Qwen3-Max | 34.21 | Not recorded | 69ddca3d7d0172140ec79c0a | | Qwen3-Max | 31.63 | Not recorded | 69ddca3d7d0172140ec79c0a | ### H2DT Entity Target F1: 80.9. Result ID: 69de043b47f34ce924c5a1de. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SKEM Entity Target F1: 80.46. Result ID: 69de043b47f34ce924c5a1e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Meta-WP Entity Target F1: 79.74. Result ID: 69de043b47f34ce924c5a1dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MRM-STS Entity Target F1: 77.51. Result ID: 69de043b47f34ce924c5a1dd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EC-ACOS Entity Target F1: 69.32. Result ID: 69de043b47f34ce924c5a1d9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Span-ASTE Entity Target F1: 68.31. Result ID: 69de043b47f34ce924c5a1da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ParaPhrase Entity Target F1: 62.65. Result ID: 69de043b47f34ce924c5a1db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5 Entity Target F1: 42.83. Result ID: 69de043b47f34ce924c5a1e2. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"In-context learning (ICL)"}. This record does not assert independent reproduction. ### GPT-5 Entity Target F1: 40.79. Result ID: 69de043b47f34ce924c5a1e0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot (ZS)"}. This record does not assert independent reproduction. ### Qwen3-Max Entity Target F1: 34.21. Result ID: 69de043b47f34ce924c5a1e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"In-context learning (ICL)"}. This record does not assert independent reproduction. ### Qwen3-Max Entity Target F1: 31.63. Result ID: 69de043b47f34ce924c5a1df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot (ZS)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.