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Benchmarks
Federated News Classification on XGLUE NC (test)
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7
Communication Rounds
C2A
3.28
28.39
53.5
78.61
Nov 1, 2024
Communication Rounds
SpeedUp
Updated 1mo ago
Evaluation Results
Method
Method
Links
Communication Rounds
SpeedUp
C2A
Target Accuracy=70%
2024.11
7
1.86
AdaMix
Target Accuracy=70%
2024.11
12
1.1
Adapter
Target Accuracy=70%
2024.11
13
1
LoRA
Target Accuracy=70%
2024.11
18
0.72
BitFit
Target Accuracy=70%
2024.11
18
0.72
C2A
Target Accuracy=80%
2024.11
18
1.83
Compacter
Target Accuracy=70%
2024.11
19
0.68
Adapter
Target Accuracy=80%
2024.11
33
1
LoRA
Target Accuracy=80%
2024.11
44
0.75
Prompt-tuning
Target Accuracy=70%
2024.11
46
0.28
AdaMix
Target Accuracy=80%
2024.11
50
0.66
BitFit
Target Accuracy=80%
2024.11
55
0.6
Compacter
Target Accuracy=80%
2024.11
71
0.46
Prompt-tuning
Target Accuracy=80%
2024.11
100
0.33
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