Attention-based LSTM for Aspect-level Sentiment Classification

EMNLP 2016 · Yequan Wang, Minlie Huang, Xiaoyan Zhu, Li Zhao ·

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Tasks

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Aspect-Based Sentiment Analysis (ABSA)

General Classification

Sentiment Classification

Datasets

SemEval-2014 Task-4

Results from the Paper

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Ranked #39 on Aspect-Based Sentiment Analysis (ABSA) on SemEval-2014 Task-4

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Aspect-Based Sentiment Analysis (ABSA)	SemEval-2014 Task-4	ATAE-LSTM	Restaurant (Acc)	77.20	# 41	Compare
			Laptop (Acc)	68.70	# 39	Compare
			Mean Acc (Restaurant + Laptop)	72.95	# 38	Compare

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