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Benchmarks
n-ary Relation Extraction on HyperDocRED (test)
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83.27
Micro Precision
Hyper-KGGen
22.0348
37.9324
53.83
69.7276
Feb 23, 2026
Micro Precision
Micro Recall
Micro F1
Macro Precision
Macro Recall
Macro F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Micro Precision
Micro Recall
Micro F1
Macro Precision
Macro Recall
Macro F1
Hyper-KGGen
variant=Standard
2026.02
83.27
31.4
45.6
84.36
35.52
48.06
Hyper-KGGen+
variant=Plus
2026.02
80.24
43
56
81.42
46.09
57.36
HyperGraphRAG
2026.02
38.28
10.72
16.75
40.18
12.08
17.1
CogRAG
2026.02
28.84
17.94
22.12
29.26
19.33
22.43
HyperRAG
2026.02
24.39
20.5
22.28
24.86
22.24
21.96
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