Interpretable Machine Learning on IMDb Movie Reviews

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy▼	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	Longformer	95	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
5	XLNet	94.8	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
6	BART	94.6	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
7	ConvBERT	94.5	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
8	BERT	94	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
9	T5	93.9	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
10	DistilBERT	93.4	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
11	ALBERT	93	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
12	XLM-RoBERTA	75.2	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
13	GPT-2	54.5	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
14	GPT	53.2	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code
15	Reformer	52.2	No	Analysis of the Evolution of Advanced Transforme...	2023-08-07	Code

#1ELECTRASOTA
95.6
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#2RoBERTa
95.3
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#3DeBERTa
95.1
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#4Longformer
95
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#5XLNet
94.8
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#6BART
94.6
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#7ConvBERT
94.5
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#8BERT
94
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#9T5
93.9
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#10DistilBERT
93.4
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#11ALBERT
93
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#12XLM-RoBERTA
75.2
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#13GPT-2
54.5
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#14GPT
53.2
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code
#15Reformer
52.2
Accuracy· 2023-08-07
Analysis of the Evolution of Advanced Transformer-Based Language Models: Experiments on Opinion Mining Code