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Benchmarks
Miscitation Detection on RED
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0.9615
AUC
LAGMiD
0.696612
0.765381
0.83415
0.902919
Mar 10, 2026
AUC
F1 Score
Precision
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUC
F1 Score
Precision
LAGMiD
Backbone=Qwen3-8B
2026.03
0.9615
91.67
91.67
GuARD
Category=Text-Rich Gra...
2026.03
0.91
85.71
87.53
AnomalyLLM
Category=Text-Rich Gra...
2026.03
0.8982
83.54
83.27
Qwen
Backbone=Qwen3-8B
2026.03
0.8362
80.56
76.82
GLM
Backbone=GLM4-9B
2026.03
0.822
72.02
80.51
GLAD
Category=GNN-based
2026.03
0.7774
69.36
77.74
SciBERT
Category=PLM-based
2026.03
0.7651
74.71
71.82
GCN
Category=GNN-based
2026.03
0.7559
68.57
75.57
RoBERTa
Category=PLM-based
2026.03
0.7068
60.82
59.82
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