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Criminal Sentencing, Legal Validity, and Suspect-Level Performance Evaluation on LEEC

20.95RMSEL4L
19.771627.725835.6843.6342Nov 26, 2025Dec 26, 2025Jan 25, 2026Feb 24, 2026Mar 26, 2026Apr 25, 2026May 26, 2026

Evaluation results

MethodLinks
L4LStatute Provision=w/ Golden Statute2025.1120.9596.77—
LexGuardGolden Statutes=with2026.0520.9596.77—
DeepSeek v3Statute Provision=w/ Golden Statute2025.1122.6197—
DeepSeek v3Golden Statutes=with2026.0522.6197—
L4LStatute Provision=w/o Golden Statute2025.1123.0497.298.8
LexGuardGolden Statutes=without2026.0523.0497.2—
GPT 5.2Statute Provision=w/ Golden Statute2025.1123.995—
GPT 3.5Golden Statutes=with2026.0523.995—
LexiLawStatute Provision=w/o Golden Statute2025.1125.89979.62
LexiLawGolden Statutes=without2026.0525.8997—
DeepSeek v3Statute Provision=w/o Golden Statute2025.1127.679766.48
DeepSeek v3Golden Statutes=without2026.0527.6797—
Claude 4 SonnetStatute Provision=w/ Golden Statute2025.1128.498—
Claude 4 SonnetGolden Statutes=with2026.0528.498—
GPT 5.2Statute Provision=w/o Golden Statute2025.1128.4895.297.8
GPT 3.5Golden Statutes=without2026.0528.4895.2—
LexiLawStatute Provision=w/ Golden Statute2025.1131.7596—
LexiLawGolden Statutes=with2026.0531.7596—
GPT o4-miniStatute Provision=w/o Golden Statute2025.1134.949178.68
GPT o4-miniGolden Statutes=without2026.0534.9491—
Claude 4 SonnetStatute Provision=w/o Golden Statute2025.1136.929489.97
Claude 4 SonnetGolden Statutes=without2026.0536.9294—
GPT o4-miniStatute Provision=w/ Golden Statute2025.1138.4696—
GPT o4-miniGolden Statutes=with2026.0538.4696—
GPT-4oStatute Provision=w/o Golden Statute2025.1141.6695.680.25
GPT-4oGolden Statutes=without2026.0541.6695.6—
GPT-4oStatute Provision=w/ Golden Statute2025.1150.4195.5—
GPT-4oGolden Statutes=with2026.0550.4195.5—
DISC-LawLLMStatute Provision=w/o Golden Statute2025.11——13.87