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 5192 of 92 papers

TitleStatusHype
Weakly-supervised Domain Adaption for Aspect Extraction via Multi-level Interaction Transfer0
Unsupervised Neural Aspect Search with Related Terms Extraction0
Improving Aspect-Level Sentiment Analysis with Aspect Extraction0
Aspect On: an Interactive Solution for Post-Editing the Aspect Extraction based on Online Learning0
Enhancing Review Comprehension with Domain-Specific Commonsense0
Multilingual aspect clustering for sentiment analysisCode0
Coupling Global and Local Context for Unsupervised Aspect Extraction0
Opinion aspect extraction in Dutch childrens diary entries0
Aspect Detection using Word and Char Embeddings with (Bi)LSTM and CRFCode0
AspeRa: Aspect-Based Rating Prediction Based on User Reviews0
Unsupervised Neural Aspect Extraction with Sememes0
Robust to Noise Models in Natural Language Processing TasksCode0
Can a Humanoid Robot be part of the Organizational Workforce? A User Study Leveraging Sentiment Analysis0
Controlled CNN-based Sequence Labeling for Aspect Extraction0
Training Neural Networks for Aspect Extraction Using Descriptive Keywords Only0
Learning multilingual topics through aspect extraction from monolingual texts0
Cross-domain aspect extraction for sentiment analysis: a transductive learning approach0
Towards a One-stop Solution to Both Aspect Extraction and Sentiment Analysis Tasks with Neural Multi-task Learning0
Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly SupervisedCode0
Aspect and Sentiment Aware Abstractive Review Summarization0
Implicit and Explicit Aspect Extraction in Financial Microblogs0
Double Embeddings and CNN-based Sequence Labeling for Aspect ExtractionCode0
Using Aspect Extraction Approaches to Generate Review Summaries and User Profiles0
Aspect Extraction and Sentiment Classification of Mobile Apps using App-Store Reviews0
Multi-Domain Aspect Extraction Using Support Vector Machines0
Basic tasks of sentiment analysis0
Mining fine-grained opinions on closed captions of YouTube videos with an attention-RNNCode0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Lifelong Learning CRF for Supervised Aspect Extraction0
Aspect Extraction from Product Reviews Using Category Hierarchy Information0
Replication issues in syntax-based aspect extraction for opinion miningCode0
Supervised Opinion Aspect Extraction by Exploiting Past Extraction Results0
Structured Aspect Extraction0
INSIGHT-1 at SemEval-2016 Task 5: Deep Learning for Multilingual Aspect-based Sentiment Analysis0
Aspect-based Opinion Summarization with Convolutional Neural Networks0
Sentiment-Aspect Extraction based on Restricted Boltzmann Machines0
ECNU: A Combination Method and Multiple Features for Aspect Extraction and Sentiment Polarity Classification0
A Rule-Based Approach to Aspect Extraction from Product Reviews0
NILC\_USP: Aspect Extraction using Semantic Labels0
Aspect Extraction with Automated Prior Knowledge Learning0
Exploiting Domain Knowledge in Aspect Extraction0
Aspect Extraction through Semi-Supervised Modeling0
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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