Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion Causes

Benchmark Model Rank Results
recognizing-emotion-cause-in-conversations-on-emocauseHuman#1Top-1 Recall: 41.3Top-3 Recall: 81.1Top-5 Recall: 95.0
recognizing-emotion-cause-in-conversations-on-emocauseGEE#2Top-1 Recall: 17.3Top-3 Recall: 48.1Top-5 Recall: 68.4
recognizing-emotion-cause-in-conversations-on-emocauseBERT-Attention#3Top-1 Recall: 13.8Top-3 Recall: 40.6Top-5 Recall: 61.2
recognizing-emotion-cause-in-conversations-on-emocauseEmpDG#4Top-1 Recall: 13.4Top-3 Recall: 36.2Top-5 Recall: 49.3
recognizing-emotion-cause-in-conversations-on-emocauseRAKE#5Top-1 Recall: 12.7Top-3 Recall: 35.8Top-5 Recall: 55.0
recognizing-emotion-cause-in-conversations-on-emocauseRandom#6Top-1 Recall: 10.7Top-3 Recall: 30.6Top-5 Recall: 48.5