End result resources: The place service provider quantities usually are not offered we report quantities from leaderboards reporting results on these benchmarks: Humanity's Final Examination benefits are sourced from and , LiveCodeBench final results are from (one/one/2025 - five/1/2025 from the UI), Aider Polyglot quantities originate from . FACTS originate from . For MRCR v2 which is not publically obtainable still we involve 128k outcomes as a cumulative rating to make certain they are often similar with other types and a pointwise value for 1M context window to point out the potential in the model at complete duration. The methodology has altered Within this table vs Beforehand released results for MRCR v2 as we have made a decision to center on a more challenging, eight-needle Edition in the benchmark likely ahead. Enter and output rate demonstrates text, image and video clip modalities.

When programmers collaborate with AlphaCode 2 by defining certain properties with the code samples to abide by, it performs better yet.

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