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The Aggregate

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BALROG NetHack (VLM) — leaderboard

Metric: Progress (%). Source: balrogai.com. 10 models tracked.

Top models

#ModelScore
1Human Expert50
2Gemini 2.5 Pro (03-25)1.6
3Claude 3.5 Sonnet (20241022)1.2
4Gemini 1.5 Pro (002)0.5
5GPT-4o (2024-05-13)0.4
6Gemini 1.5 Flash (002)0
7Llama 3.2 11B Instruct0
8GPT-4o Mini (2024-07-18)0
9Llama 3.2 90B Instruct0

Interactive version: theaggregate.ai/benchmark?slug=balrog-nethack-vlm · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.