PatentAgentBench - Claude Code - Overall: leaderboard
PatentAgentBench Overall evaluates patent evidence search, comparison, drafting, responses and translation under Claude Code 2.1.251. Its primary Equal Task Mean Score (%) uses the full assigned case denominator, including final failures after up to three execution-failure retries. Harnesses and unreported model effort remain distinct source configurations. The suite has 510 patent cases; its public banks contain 1,311 records because translation's 80 cases contain 881 segment items.
Metric: Equal Task Mean Score (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 5 (PatentAgentBench Run: 2610.35031v1; Claude Opus 5; Claude Code 2.1.251; effort unreported) | 50.3 | |
| 2 | GPT-5.6 Sol (PatentAgentBench Run: 2610.35031v1; GPT-5.6-Sol; Claude Code 2.1.251; effort unreported) | 49.3 | |
| 3 | Qwen 3.8 Max (PatentAgentBench Run: 2610.35031v1; Qwen3.8-Max; Claude Code 2.1.251; effort unreported) | 45.2 | |
| 4 | Kimi K3 (PatentAgentBench Run: 2610.35031v1; Kimi K3; Claude Code 2.1.251; effort unreported) | 42.6 | |
| 5 | GLM-5.3 (PatentAgentBench Run: 2610.35031v1; GLM-5.3; Claude Code 2.1.251; effort unreported) | 40.7 | |
| 6 | DeepSeek V4 Pro (PatentAgentBench Run: 2610.35031v1; DeepSeek-V4-Pro; Claude Code 2.1.251; effort unreported) | 39.7 | |
| 7 | MiniMax-M3 (PatentAgentBench Run: 2610.35031v1; MiniMax-M3; Claude Code 2.1.251; effort unreported) | 34.2 |
Interactive version: theaggregate.ai/benchmark?slug=patentagentbench-claude-code-overall · How It Works · Data refreshed daily, snapshot 2026-11-05.