ColBERT: Using BERT Sentence Embedding for Humor Detection

27 Apr 2020Issa Annamoradnejad

Automatic humor detection has interesting use cases in modern technologies, such as chatbots and personal assistants. In this paper, we describe a novel approach for detecting humor in short texts using BERT sentence embedding... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Humor Detection 200k Short Texts for Humor Detection CNN F1-score 0.960 # 3
Humor Detection 200k Short Texts for Humor Detection Attention RNN F1-score 0.957 # 4
Humor Detection 200k Short Texts for Humor Detection BiRNN-CNN F1-score 0.960 # 3
Humor Detection 200k Short Texts for Humor Detection BERT-base F1-score 0.970 # 2
Humor Detection 200k Short Texts for Humor Detection ColBERT F1-score 0.981 # 1

Methods used in the Paper