Interpretable Machine Learning on IMDb Movie Reviews

Metric: F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1▼	Augmentations	Paper	Date↕	Code
1	ELECTRA	95.6	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
2	RoBERTa	95.3	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
3	DeBERTa	95.1	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
4	XLNet	94.9	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
5	ConvBERT	94.6	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
6	BERT	94.1	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
7	T5	94	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
8	DistilBERT	93.5	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
9	ALBERT	93	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
10	XLM-RoBERTA	77	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
11	GPT	66.4	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
12	Reformer	53.3	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
13	GPT-2	52.9	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code

#1ELECTRASOTA
95.6
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#2RoBERTa
95.3
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#3DeBERTa
95.1
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#4XLNet
94.9
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#5ConvBERT
94.6
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#6BERT
94.1
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#7T5
94
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#8DistilBERT
93.5
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#9ALBERT
93
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#10XLM-RoBERTA
77
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#11GPT
66.4
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#12Reformer
53.3
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#13GPT-2
52.9
F1· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code