Effective LSTMs for Target-Dependent Sentiment Classification

COLING 2016 Duyu TangBing QinXiaocheng FengTing Liu

Target-dependent sentiment classification remains a challenge: modeling the semantic relatedness of a target with its context words in a sentence. Different context words have different influences on determining the sentiment polarity of a sentence towards the target... (read more)

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Task Dataset Model Metric name Metric value Global rank Compare
Aspect-Based Sentiment Analysis SemEval 2014 Task 4 Sub Task 2 TD-LSTM Restaurant (Acc) 75.63 # 30
Aspect-Based Sentiment Analysis SemEval 2014 Task 4 Sub Task 2 TD-LSTM Laptop (Acc) 68.13 # 30
Aspect-Based Sentiment Analysis SemEval 2014 Task 4 Sub Task 2 TD-LSTM Mean Acc (Restaurant + Laptop) 71.88 # 30