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Benchmarks
Clinical Structured Data Extraction on synthetic
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15
TP Count
Infherno
12.92
13.46
14
14.54
Jul 16, 2025
TP Count
FP Count
FN Count
Precision
Recall
F1 Score
Eased FN Count
Eased Recall
Eased F1 Score
Total Concepts Count
Concepts with Codes Count
Concepts with Correct Codes Count
Updated 1mo ago
Evaluation Results
Method
Method
Links
TP Count
FP Count
FN Count
Precision
Recall
F1 Score
Eased FN Count
Eased Recall
Eased F1 Score
Total Concepts Count
Concepts with Codes Count
Concepts with Correct Codes Count
Infherno
LLM=DeepSeek V3.1 Chat
2025.07
15
1
1
93.8
93.8
93.8
0
100
96.8
16
16
16
Infherno
LLM=GPT-5
2025.07
15
1
1
93.8
93.8
93.8
0
100
96.8
16
12
9
Infherno
LLM=Qwen3-235B-A22B-2507
2025.07
15
1
1
93.8
93.8
93.8
0
100
96.8
16
15
15
Infherno
LLM=Qwen3-8B
2025.07
15
1
1
93.8
93.8
93.8
0
100
96.8
16
15
15
Infherno
LLM=Gemini-2.5 Pro
2025.07
14
1
1
93.3
93.3
93.3
0
100
96.6
15
15
15
Infherno
LLM=Claude Sonnet 4.5
2025.07
13
1
3
92.9
81.3
86.7
2
86.7
89.7
14
14
14
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