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Named Entity Recognition on Literature
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70.5
F1 Score
ProUIE
38.156
46.553
54.95
63.347
Oct 5, 2023
Mar 6, 2024
Aug 6, 2024
Jan 7, 2025
Jun 9, 2025
Nov 9, 2025
Apr 12, 2026
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
ProUIE
Parameters=4B
2026.04
70.5
GoLLIE
Model size=7B, Zero-sh...
2023.10
62.7
GollIE
Parameters=7B
2026.04
62.7
KnowCoder
Parameters=7B
2026.04
61.1
GoLLIE
Model size=13B, Zero-s...
2023.10
59.7
GollIE
Parameters=13B
2026.04
59.7
UniversalNER
Parameters=7B
2026.04
59.4
GoLLIE
Model size=34B, Zero-s...
2023.10
59.1
GollIE
Parameters=34B
2026.04
59.1
InstructUIE
Parameters=11B
2026.04
47.21
Instruct-UIE
Zero-shot=true
2023.10
47.2
GoLLIE
Model variant=Baseline...
2023.10
39.4
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