Criminal Sentencing, Legal Validity, and Suspect-Level Performance Evaluation on LEEC
20.95RMSEL4L
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| L4LStatute Provision=w/ Golden Statute2025.11 | 20.95 | 96.77 | — | |
| LexGuardGolden Statutes=with2026.05 | 20.95 | 96.77 | — | |
| DeepSeek v3Statute Provision=w/ Golden Statute2025.11 | 22.61 | 97 | — | |
| DeepSeek v3Golden Statutes=with2026.05 | 22.61 | 97 | — | |
| L4LStatute Provision=w/o Golden Statute2025.11 | 23.04 | 97.2 | 98.8 | |
| LexGuardGolden Statutes=without2026.05 | 23.04 | 97.2 | — | |
| GPT 5.2Statute Provision=w/ Golden Statute2025.11 | 23.9 | 95 | — | |
| GPT 3.5Golden Statutes=with2026.05 | 23.9 | 95 | — | |
| LexiLawStatute Provision=w/o Golden Statute2025.11 | 25.89 | 97 | 9.62 | |
| LexiLawGolden Statutes=without2026.05 | 25.89 | 97 | — | |
| DeepSeek v3Statute Provision=w/o Golden Statute2025.11 | 27.67 | 97 | 66.48 | |
| DeepSeek v3Golden Statutes=without2026.05 | 27.67 | 97 | — | |
| Claude 4 SonnetStatute Provision=w/ Golden Statute2025.11 | 28.4 | 98 | — | |
| Claude 4 SonnetGolden Statutes=with2026.05 | 28.4 | 98 | — | |
| GPT 5.2Statute Provision=w/o Golden Statute2025.11 | 28.48 | 95.2 | 97.8 | |
| GPT 3.5Golden Statutes=without2026.05 | 28.48 | 95.2 | — | |
| LexiLawStatute Provision=w/ Golden Statute2025.11 | 31.75 | 96 | — | |
| LexiLawGolden Statutes=with2026.05 | 31.75 | 96 | — | |
| GPT o4-miniStatute Provision=w/o Golden Statute2025.11 | 34.94 | 91 | 78.68 | |
| GPT o4-miniGolden Statutes=without2026.05 | 34.94 | 91 | — | |
| Claude 4 SonnetStatute Provision=w/o Golden Statute2025.11 | 36.92 | 94 | 89.97 | |
| Claude 4 SonnetGolden Statutes=without2026.05 | 36.92 | 94 | — | |
| GPT o4-miniStatute Provision=w/ Golden Statute2025.11 | 38.46 | 96 | — | |
| GPT o4-miniGolden Statutes=with2026.05 | 38.46 | 96 | — | |
| GPT-4oStatute Provision=w/o Golden Statute2025.11 | 41.66 | 95.6 | 80.25 | |
| GPT-4oGolden Statutes=without2026.05 | 41.66 | 95.6 | — | |
| GPT-4oStatute Provision=w/ Golden Statute2025.11 | 50.41 | 95.5 | — | |
| GPT-4oGolden Statutes=with2026.05 | 50.41 | 95.5 | — | |
| DISC-LawLLMStatute Provision=w/o Golden Statute2025.11 | — | — | 13.87 |