SOTAVerified

Aspect Extraction

Aspect extraction is the task of identifying and extracting terms relevant for opinion mining and sentiment analysis, for example terms for product attributes or features.

Papers

Showing 1120 of 92 papers

TitleStatusHype
Modelling Context and Syntactical Features for Aspect-based Sentiment AnalysisCode1
Review highlights: opinion mining on reviews: a hybrid model for rule selection in aspect extractionCode1
YASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain ReviewsCode1
Automatic Controllable Product Copywriting for E-CommerceCode1
InstructABSA: Instruction Learning for Aspect Based Sentiment AnalysisCode1
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment AnalysisCode1
Aspect On: an Interactive Solution for Post-Editing the Aspect Extraction based on Online Learning0
Aspect Extraction with Automated Prior Knowledge Learning0
Aspect and Sentiment Aware Abstractive Review Summarization0
Aspect Extraction Using Coreference Resolution and Unsupervised Filtering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InstructABSALaptop (F1)92.3Unverified
2ACELaptop (F1)87.4Unverified
3PH-SUMLaptop (F1)86.09Unverified
4BATLaptop (F1)85.57Unverified
5DE-CNNRestaurant (F1)85.2Unverified
6Wei et al. (2020)Laptop (F1)82.7Unverified
#ModelMetricClaimedVerifiedStatus
1ACERestaurant (F1)80.3Unverified
2Wei et al. (2020)Restaurant (F1)72.7Unverified
3DE-CNNRestaurant (F1)68.28Unverified
#ModelMetricClaimedVerifiedStatus
1DE-CNNLaptop (F1)81.59Unverified
#ModelMetricClaimedVerifiedStatus
1DE-CNNRestaurant (F1)74.37Unverified
#ModelMetricClaimedVerifiedStatus
1RACL - LaptopsF123Unverified