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Benchmarks
Miscitation Detection on S2ORC
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81
AUC
LAGMiD
69.2584
72.3067
75.355
78.4033
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
81
82.56
84.19
GLAD
Category=GNN-based
2026.03
78.83
79.32
77.33
AnomalyLLM
Category=Text-Rich Gra...
2026.03
75.47
73.81
74.2
GuARD
Category=Text-Rich Gra...
2026.03
75.28
76.87
77.4
Qwen
Backbone=Qwen3-8B
2026.03
75.06
76.78
73.24
RoBERTa
Category=PLM-based
2026.03
74.59
63.3
70.81
GLM
Backbone=GLM4-9B
2026.03
71.29
76.21
76.81
SciBERT
Category=PLM-based
2026.03
70.24
70.94
76.53
GCN
Category=GNN-based
2026.03
69.71
68.71
66.06
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