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Benchmarks
Single-label multi-class topic classification on SCOTUS (test)
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77.5
Micro-F1
CPE
60.236
64.718
69.2
73.682
May 12, 2023
Oct 19, 2023
Mar 28, 2024
Sep 4, 2024
Feb 12, 2025
Jul 22, 2025
Dec 30, 2025
Micro-F1
Macro-F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Micro-F1
Macro-F1
CPE
training_setting=end-t...
2025.12
77.5
67.3
LegalLongformer
training_setting=end-t...
2025.12
76.6
66.9
Hi-LegalBERT
training_setting=end-t...
2025.12
76.4
66.5
LSG
training_setting=end-t...
2025.12
73.3
63.7
LexLM-Large
Fine-tuning epochs=1,...
2023.05
71.1
43.9
HAT
training_setting=end-t...
2025.12
70.5
59.1
ROBERTa-Large
Fine-tuning epochs=1,...
2023.05
68.9
41.4
LexLM-Base
Fine-tuning epochs=1,...
2023.05
66.9
37.7
POL-BERT
Fine-tuning epochs=1,...
2023.05
66.3
39.5
ROBERTa-Base
Fine-tuning epochs=1,...
2023.05
65
36
CL-BERT
Fine-tuning epochs=1,...
2023.05
62.9
33.8
LegalBERT
Fine-tuning epochs=1,...
2023.05
60.9
31.2
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