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 3140 of 92 papers

TitleStatusHype
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning0
Ensemble Creation via Anchored Regularization for Unsupervised Aspect Extraction0
A Hierarchical Interactive Network for Joint Span-based Aspect-Sentiment AnalysisCode0
SETSum: Summarization and Visualization of Student Evaluations of TeachingCode0
Distantly Supervised Aspect Clustering And Naming For E-Commerce Reviews0
Dataset and Baseline for Automatic Student Feedback Analysis0
Zero-Shot Aspect-Based Sentiment Analysis0
Hyperbolic Disentangled Representation for Fine-Grained Aspect ExtractionCode0
Aspect Oriented Suggestion Extraction from Online Reviews0
Improving Aspect Extraction based on Rules through Deep Syntax-Semantics CommunicationCode0
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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