# Dialogue Aspect-based Sentiment Quadruple Extraction on DiaASQ ZH (test) Source: [Dialogue Aspect-based Sentiment Quadruple Extraction on DiaASQ ZH (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:14.529Z Evaluation of Dialogue Aspect-based Sentiment Quadruple Extraction performance on the test split of the DiaASQ ZH (Chinese) dataset, reporting various F1 scores for span matching, pair extraction, and final quadruple identification. 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 | Dialogue Aspect-based Sentiment Quadruple Extraction | | Dataset (including any stated split) | DiaASQ ZH (Chinese) (test) | | Metric | Pair Extraction F1 (Target-Aspect) | | 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 - [Pair Extraction F1 (Target-Aspect)](): Higher is better; unit: PERCENT. - [Span Match F1 (Target)](): Higher is better; unit: PERCENT. - [Span Match F1 (Aspect)](): Higher is better; unit: PERCENT. - [Span Match F1 (Opinion)](): Higher is better; unit: PERCENT. - [Pair Extraction F1 (Target-Opinion)](): Higher is better; unit: PERCENT. - [Pair Extraction F1 (Aspect-Opinion)](): Higher is better; unit: PERCENT. - [Quadruple F1 (Micro)](): Higher is better; unit: PERCENT. - [Quadruple F1 (Identification)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pair Extraction F1 (Target-Aspect) | Result date | Report paper | | --- | --- | --- | --- | | DiaASQ model | 48.61 | Not recorded | 68fa6f721e209131cea45a40 | | Span-ASTE | 44.13 | Not recorded | 68fa6f721e209131cea45a40 | | SpERT | 38.05 | Not recorded | 68fa6f721e209131cea45a40 | | ParaPhrase | 37.81 | Not recorded | 68fa6f721e209131cea45a40 | | DiaASQ model | 34.72 | Not recorded | 68fa6f721e209131cea45a40 | | CRF-Extract-Classify | 32.47 | Not recorded | 68fa6f721e209131cea45a40 | | Span-ASTE | 28.36 | Not recorded | 68fa6f721e209131cea45a40 | ### DiaASQ model Pair Extraction F1 (Target-Aspect): 48.61. Result ID: 6990beeb3a6c31484902f042. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### Span-ASTE Pair Extraction F1 (Target-Aspect): 44.13. Result ID: 6990beeb3a6c31484902f040. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### SpERT Pair Extraction F1 (Target-Aspect): 38.05. Result ID: 6990beeb3a6c31484902f03e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### ParaPhrase Pair Extraction F1 (Target-Aspect): 37.81. Result ID: 6990beeb3a6c31484902f03f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"mT5-base"}. This record does not assert independent reproduction. ### DiaASQ model Pair Extraction F1 (Target-Aspect): 34.72. Result ID: 6990beeb3a6c31484902f043. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"word2vec"}. This record does not assert independent reproduction. ### CRF-Extract-Classify Pair Extraction F1 (Target-Aspect): 32.47. Result ID: 6990beeb3a6c31484902f03d. [Reporting paper]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### Span-ASTE Pair Extraction F1 (Target-Aspect): 28.36. Result ID: 6990beeb3a6c31484902f041. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"word2vec"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.