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Benchmarks
Text Classification on AG-News (Accuracy and LE-AUC)
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93.6
Accuracy
IE
74.88
79.74
84.6
89.46
Dec 1, 2025
Dec 14, 2025
Dec 27, 2025
Jan 10, 2026
Jan 23, 2026
Feb 5, 2026
Feb 19, 2026
Accuracy
LE-AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
LE-AUC
IE
Selection Method=Infor...
2026.02
93.6
-
Adversarial (PGD)
Category=Advanced Base...
2025.12
93.4
0.16
ALiBi (Arch.)
Category=Advanced Base...
2025.12
93.1
0.51
Self-Paced (SPL)
Category=Advanced Base...
2025.12
92.9
0.33
Back-Trans. (BTA)
Category=Advanced Base...
2025.12
92.8
0.25
CEDC (Ours)
Category=Our Method
2025.12
92.8
0.42
Standard CL
Category=Advanced Base...
2025.12
92.7
0.29
Uniform SG
Category=Standard Base...
2025.12
92.6
0.21
Static Training
Category=Standard Base...
2025.12
92.5
0.14
GE
Selection Method=Gini...
2026.02
91.6
-
SE
Selection Method=Shann...
2026.02
91.2
-
SELECT
2026.02
80.05
-
FDKT
2026.02
75.6
-
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