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Benchmarks
Structured Data Extraction on SchemaBench
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100
Chemistry Str. Acc
Magentic-One
30.632
48.641
66.65
84.659
May 14, 2026
Chemistry Str. Acc
Chemistry Sem. Acc
MLTABLES Str. Acc
MLTABLES Sem. Acc
DISCOMAT Str. Acc
DISCOMAT Sem. Acc
SWDE Str. Acc
SWDE Sem. Acc
Updated 19d ago
Evaluation Results
Method
Method
Links
Chemistry Str. Acc
Chemistry Sem. Acc
MLTABLES Str. Acc
MLTABLES Sem. Acc
DISCOMAT Str. Acc
DISCOMAT Sem. Acc
SWDE Str. Acc
SWDE Sem. Acc
Magentic-One
2026.05
100
45.9
100
5.4
-
-
100
25.9
APWA
Configuration=mini×mini
2026.05
100
70.5
100
52.7
96.3
66.1
100
85.6
APWA
Configuration=mini×nano
2026.05
100
58.3
100
46.5
72.2
64.9
100
81.2
APWA
Configuration=5.4×mini
2026.05
100
79.4
100
56.6
100
80.1
100
94.2
APWA
Configuration=5.4×nano
2026.05
100
76.3
100
54.9
74.1
70.3
100
92.4
Direct
2026.05
66.7
53.4
-
-
-
-
-
-
MegaAgent
2026.05
33.3
0
-
-
22.2
0
66.7
0
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