Aspect Based Sentiment Analysis with Gated Convolutional Networks

ACL 2018 Wei XueTao Li

Aspect based sentiment analysis (ABSA) can provide more detailed information than general sentiment analysis, because it aims to predict the sentiment polarities of the given aspects or entities in text. We summarize previous approaches into two subtasks: aspect-category sentiment analysis (ACSA) and aspect-term sentiment analysis (ATSA)... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Aspect-Based Sentiment Analysis SemEval 2014 Task 4 Sub Task 2 GCAE Restaurant (Acc) 77.28 # 29
Laptop (Acc) 69.14 # 30
Mean Acc (Restaurant + Laptop) 73.21 # 30

Methods used in the Paper