BiERU: Bidirectional Emotional Recurrent Unit for Conversational Sentiment Analysis

31 May 2020 Wei Li Wei Shao Shaoxiong Ji Erik Cambria

Sentiment analysis in conversations has gained increasing attention in recent years for the growing amount of applications it can serve, e.g., sentiment analysis, recommender systems, and human-robot interaction. The main difference between conversational sentiment analysis and single sentence sentiment analysis is the existence of context information which may influence the sentiment of an utterance in a dialogue... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Emotion Recognition in Conversation IEMOCAP BiERU-lc F1 64.65 # 3
Accuracy 66.11 # 1
Emotion Recognition in Conversation MELD BiERU-lc Weighted Macro-F1 60.84 # 4

Methods used in the Paper


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