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Civil Comments
Classification on Civil Comments
Metric: Micro F1 (higher is better)
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Micro F1 (best first)
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Model name (A→Z)
#
Model
↕
Micro F1
▼
Augmentations
Paper
Date
↕
Code
1
Unfreeze Glove ResNet 44
0.5958
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
2
Freeze Glove ResNet 44
0.5591
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
3
RoBERTa Focal Loss
0.5524
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
4
RoBERTa BCE
0.5359
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
5
DistilBERT
0.5115
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
6
BiLSTM
0.5115
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
7
BERTweet
0.4928
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
8
Compact Convolutional Transformer (CCT)
0.4874
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
9
AlBERT
0.4845
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
10
HateBERT
0.4844
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
11
XLM RoBERTa
0.468
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
12
XLNet
0.4586
No
A benchmark for toxic comment classification on ...
2023-01-26
Code
#1
Unfreeze Glove ResNet 44
SOTA
0.5958
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#2
Freeze Glove ResNet 44
0.5591
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#3
RoBERTa Focal Loss
0.5524
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#4
RoBERTa BCE
0.5359
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#5
DistilBERT
0.5115
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#6
BiLSTM
0.5115
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#7
BERTweet
0.4928
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#8
Compact Convolutional Transformer (CCT)
0.4874
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#9
AlBERT
0.4845
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#10
HateBERT
0.4844
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#11
XLM RoBERTa
0.468
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code
#12
XLNet
0.4586
Micro F1
· 2023-01-26
A benchmark for toxic comment classification on Civil Comments dataset
Code