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Datasets/DiaASQ

DiaASQ

Conversational Aspect-based Sentiment Quadruple Extraction

TextsMIT licenseIntroduced 2022-11-10

DiaASQ is a fine-grained Aspect-based Sentiment Analysis (ABSA) benchmark under the conversation scenario. It challenges existing ABSA methods by 1) extracting quadruple of target-aspect-opinion-sentiment in a dialogue, and 2) modeling the dialogue discourse structures. The dataset is constructed by systematically crawling tweets from digital bloggers, followed by a series of preprocessing steps including filtering, normalizing, pruning, and annotating the collected dialogues, resulting in a final corpus of 1,000 dialogues. To enhance the multilingual usability, DiaASQ has both the English and Chinese versions of languages.

Related Benchmarks

DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (aspect-opinion)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (target-aspect)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (target-opinion)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Quad F1 (identification)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Quad F1 (micro)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (aspect)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (opinion)DiaASQ (EN)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (target)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (aspect-opinion)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (target-aspect)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (target-opinion)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Quad F1 (identification)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Quad F1 (micro)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (aspect)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (opinion)DiaASQ (EN)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (target)DiaASQ (EN)/Sentiment Analysis/Pair F1 (aspect-opinion)DiaASQ (EN)/Sentiment Analysis/Pair F1 (target-aspect)DiaASQ (EN)/Sentiment Analysis/Pair F1 (target-opinion)DiaASQ (EN)/Sentiment Analysis/Quad F1 (identification)DiaASQ (EN)/Sentiment Analysis/Quad F1 (micro)DiaASQ (EN)/Sentiment Analysis/Span F1 (aspect)DiaASQ (EN)/Sentiment Analysis/Span F1 (opinion)DiaASQ (EN)/Sentiment Analysis/Span F1 (target)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (aspect-opinion)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (target-aspect)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Pair F1 (target-opinion)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Quad F1 (identification)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Quad F1 (micro)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (aspect)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (opinion)DiaASQ (ZH)/Aspect-Based Sentiment Analysis (ABSA)/Span F1 (target)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (aspect-opinion)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (target-aspect)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Pair F1 (target-opinion)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Quad F1 (identification)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Quad F1 (micro)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (aspect)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (opinion)DiaASQ (ZH)/Aspect-Category-Opinion-Sentiment Quadruple Extraction/Span F1 (target)DiaASQ (ZH)/Sentiment Analysis/Pair F1 (aspect-opinion)DiaASQ (ZH)/Sentiment Analysis/Pair F1 (target-aspect)DiaASQ (ZH)/Sentiment Analysis/Pair F1 (target-opinion)DiaASQ (ZH)/Sentiment Analysis/Quad F1 (identification)DiaASQ (ZH)/Sentiment Analysis/Quad F1 (micro)DiaASQ (ZH)/Sentiment Analysis/Span F1 (aspect)DiaASQ (ZH)/Sentiment Analysis/Span F1 (opinion)DiaASQ (ZH)/Sentiment Analysis/Span F1 (target)

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Aspect-Based Sentiment Analysis (ABSA)Aspect-Category-Opinion-Sentiment Quadruple ExtractionConversational Sentiment Quadruple ExtractionDialogue Understanding