Consequence resources: Where by provider quantities usually are not out there we report numbers from leaderboards reporting final results on these benchmarks: Humanity's Very last Exam benefits are sourced from and , LiveCodeBench effects are from (one/one/2025 - five/1/2025 while in the UI), Aider Polyglot quantities originate from . FACTS originate from . For MRCR v2 which isn't publically out there yet we consist of 128k benefits to be a cumulative score to be certain they can be similar with other types and also a pointwise worth for 1M context window to show the potential of your product at total length. The methodology has modified Within this table vs Formerly printed outcomes for MRCR v2 as We've decided to give attention to a harder, eight-needle Model on the benchmark heading forward. Enter and output value reflects text, image and online video modalities.

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Till now, the conventional method of producing multimodal products associated teaching different components for various modalities and after that stitching them jointly to roughly mimic several of this performance.

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