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 8190 of 92 papers

TitleStatusHype
Simple Unsupervised Similarity-Based Aspect ExtractionCode0
Does local pruning offer task-specific models to learn effectively ?Code0
Deep Learning Brasil at ABSAPT 2022: Portuguese Transformer Ensemble ApproachesCode0
A Wide Evaluation of ChatGPT on Affective Computing TasksCode0
A Hierarchical Interactive Network for Joint Span-based Aspect-Sentiment AnalysisCode0
Replication issues in syntax-based aspect extraction for opinion miningCode0
Aspect Detection using Word and Char Embeddings with (Bi)LSTM and CRFCode0
Robust to Noise Models in Natural Language Processing TasksCode0
Mining fine-grained opinions on closed captions of YouTube videos with an attention-RNNCode0
Automatic Aspect Extraction from Scientific TextsCode0
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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