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Legal Reasoning on JEC-QA Legal (val)
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54.4
Accuracy+
CLARITY
16.024
25.987
35.95
45.913
Oct 10, 2025
Accuracy+
Consistency (%)
Accuracy
Updated 25d ago
Evaluation Results
Method
Method
Links
Accuracy+
Consistency (%)
Accuracy
CLARITY
Model Size=7B
2025.10
54.4
94.1
56.4
Refine-then-Monitor
2025.10
52.3
93.8
56.3
Data Reformulation
2025.10
47.4
75.3
56.9
Standard RL
2025.10
45
69.3
58.5
PRM RL
2025.10
42
68.2
54.7
GPT-4o
2025.10
39.5
96.6
39.9
CLARITY
Model Size=3B
2025.10
33.9
97.1
34.2
Qwen2.5
Model Size=7B
2025.10
28.5
92.3
29.3
Qwen2.5
Model Size=3B
2025.10
17.5
74.3
19.3
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