DuoCook - Delivery Precision: leaderboard

DuoCook:one VLM controls two players on20UnrealEngine maps,one4000-step episode/model/map,shared notebook plus six-response action history. Completion and acceptance average all maps; delivery precision averages only maps with deliveries (Qwen6,Gemini7,Claude5,Astra16),not the same denominator. Engine handles navigation; no APIcost or unbounded rawgame score is admitted. Rate (%).

Metric: Rate (%). Source: arxiv.org. Saturation forecast: Around January 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5100#13
2GPT-6 Astra93.8#6
3Qwen 3.8 27B91.7#111
4Gemini 3.5 Flash Lite81#161

No result here: #4 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=duocook-delivery-precision · How It Works · Data refreshed daily, snapshot 2026-10-24.