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Harvey LAB (Mercor run, 1,749 public tasks)

Legal

Harvey's Legal Agent Benchmark as Mercor runs it: the 1,749 public LAB tasks across 24 practice areas and in-house contracting, in which an agent works through a client matter's files in a sandbox and delivers memos, redlines or filings. Mercor uses the Harvey LAB Agent harness and a Gemini 3 Flash Preview judge, a task passes only if every expert rubric criterion does, and Pass@1 averages three runs per task. The task set differs from the private held-out set behind hlab and hlab-v1-1, and the harvey-labs repository has since grown to 2,010 tasks, so this is its own benchmark.

Top models (higher is better)

ModelScore
Claude Opus 517.8
Kimi K314.9
Claude Fable 514.4
DeepSeek V4 Pro 081311.4
Grok 4.510.7
Opus 4.89.4
Gemini 3.7 Flash9.3
Opus 4.78.7
Sonnet 58.6
MiniMax M35.3
Gemini 3.6 Flash4.1
GPT-5.54.1
GPT-5.6 Sol Pro2.7
Kimi K2.7 Code2.7
MiniMax M2.71.9
GPT-5.41.2
Gemini 3.5 Flash0.7
Gemini 3.1 Pro Preview0.1
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