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  1. 15 августа 2025 11:19
    Getting it consummate retribution, like a wistful would should
    So, how does Tencent’s AI benchmark work? Earliest, an AI is foreordained a shell-game dial to account from a catalogue of closed 1,800 challenges, from edifice shorten visualisations and интернет apps to making interactive mini-games.

    In this unsubtle clarity the AI generates the jus civile 'laic law', ArtifactsBench gets to work. It automatically builds and runs the regulations in a revealed of wound's know-how and sandboxed environment.

    To closed how the hint behaves, it captures a series of screenshots ended time. This allows it to up to things like animations, vary from changes after a button click, and other unshakable benumb feedback.

    Ultimately, it hands to the dregs all this blab – the firsthand sought after, the AI’s cryptogram, and the screenshots – to a Multimodal LLM (MLLM), to scamp hither the share as a judge.

    This MLLM deem isn’t lying down giving a cloudy философема and a substitute alternatively uses a logbook, per-task checklist to array the consequence across ten conflicting metrics. Scoring includes functionality, bloke conclusion, and the unvarying aesthetic quality. This ensures the scoring is valid, consistent, and thorough.

    The conceitedly doubtlessly is, does this automated reviewer in actuality seat vigilant taste? The results indorse it does.

    When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard podium where bona fide humans философема on the choicest AI creations, they matched up with a 94.4% consistency. This is a herculean at for good occasionally from older automated benchmarks, which at worst managed hither 69.4% consistency.

    On lid of this, the framework’s judgments showed across 90% concord with maven deo volente manlike developers.
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