# Dialogue Aspect-based Sentiment Quadruple Extraction on DiaASQ EN (test) Source: [Dialogue Aspect-based Sentiment Quadruple Extraction on DiaASQ EN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:14.580Z Evaluation of Dialogue Aspect-based Sentiment Quadruple Extraction performance on the test split of the DiaASQ EN dataset, utilizing detailed span matching and pair/quadruple extraction F1 metrics. 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 EN (test) | | Metric | Pair 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 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 F1 (Target-Opinion)](): Higher is better; unit: PERCENT. - [Pair 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 F1 (Target-Aspect) | Result date | Report paper | | --- | --- | --- | --- | | DiaASQ model | 0.4791 | Not recorded | 68fa6f721e209131cea45a40 | | Span-ASTE | 0.4219 | Not recorded | 68fa6f721e209131cea45a40 | | ParaPhrase | 0.3722 | Not recorded | 68fa6f721e209131cea45a40 | | CRF-Extract-Classify | 0.3431 | Not recorded | 68fa6f721e209131cea45a40 | | DiaASQ model | 0.3253 | Not recorded | 68fa6f721e209131cea45a40 | | SpERT | 0.2833 | Not recorded | 68fa6f721e209131cea45a40 | | Span-ASTE | 0.2726 | Not recorded | 68fa6f721e209131cea45a40 | ### DiaASQ model Pair F1 (Target-Aspect): 0.4791. Result ID: 6990beeb3a6c31484902f049. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### Span-ASTE Pair F1 (Target-Aspect): 0.4219. Result ID: 6990beeb3a6c31484902f047. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### ParaPhrase Pair F1 (Target-Aspect): 0.3722. Result ID: 6990beeb3a6c31484902f046. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"mT5-base"}. This record does not assert independent reproduction. ### CRF-Extract-Classify Pair F1 (Target-Aspect): 0.3431. Result ID: 6990beeb3a6c31484902f044. [Reporting paper]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### DiaASQ model Pair F1 (Target-Aspect): 0.3253. Result ID: 6990beeb3a6c31484902f04a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PLM":"word2vec"}. This record does not assert independent reproduction. ### SpERT Pair F1 (Target-Aspect): 0.2833. Result ID: 6990beeb3a6c31484902f045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PLM":"Standard"}. This record does not assert independent reproduction. ### Span-ASTE Pair F1 (Target-Aspect): 0.2726. Result ID: 6990beeb3a6c31484902f048. [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.