The model costs $0.15 per Harvey's task, roughly 70 times less than the $10.55 required for Gemini 4 Argon. Performance on LegalBench increased by 2.3 percentage points, with a 5 point jump in interpretation tasks, partly due to lower token usage per answer. However, GLM-Legal trailed GLM 5.3 Flash by 4 points on the LegalResearchBench because it searched case law only 6 times per question compared to 16 times for the base model.
