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 2130 of 92 papers

TitleStatusHype
Distantly Supervised Aspect Clustering And Naming For E-Commerce Reviews0
Automatic Controllable Product Copywriting for E-CommerceCode1
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
DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect ExtractionCode1
Does local pruning offer task-specific models to learn effectively ?Code0
DILBERT: Customized Pre-Training for Domain Adaptation withCategory Shift, with an Application to Aspect ExtractionCode1
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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