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The Aggregate

Unified LLM rankings, daily

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MMBC — leaderboard

Multimodal benchmark reported in Qwen's Qwen3.7-Plus search and knowledge QA table.

Source: qwen.ai.

Interactive version: theaggregate.ai/benchmark?slug=mmbc · 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.