Humor Detection on 200k Short Texts for Humor Detection

Metric: F1-score (higher is better)

LeaderboardDataset

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#	Model↕	F1-score▼	Extra Data	Paper	Date↕	Code
1	ColBERT model	0.982	No	ColBERT: Using BERT Sentence Embedding in Parall...	2020-04-27	Code
2	XLNet Large Cased	0.92	No	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
3	Multinomial NB	0.882	No	ColBERT: Using BERT Sentence Embedding in Parall...	2020-04-27	Code
4	SVM	0.874	No	ColBERT: Using BERT Sentence Embedding in Parall...	2020-04-27	Code
5	XGBoost	0.813	No	XGBoost: A Scalable Tree Boosting System	2016-03-09	Code
6	Decision Tree	0.794	No	ColBERT: Using BERT Sentence Embedding in Parall...	2020-04-27	Code

#1ColBERT modelSOTA
0.982
F1-score· 2020-04-27
ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor Code
#2XLNet Large CasedSOTA
0.92
F1-score· 2019-06-19
XLNet: Generalized Autoregressive Pretraining for Language Understanding Code
#3Multinomial NB
0.882
F1-score· 2020-04-27
ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor Code
#4SVM
0.874
F1-score· 2020-04-27
ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor Code
#5XGBoostSOTA
0.813
F1-score· 2016-03-09
XGBoost: A Scalable Tree Boosting System Code
#6Decision Tree
0.794
F1-score· 2020-04-27
ColBERT: Using BERT Sentence Embedding in Parallel Neural Networks for Computational Humor Code