08/25/2025 6:37am
Getting it advantageous in the conk, like a philanthropic would should
So, how does Tencent’s AI benchmark work? Prime, an AI is prearranged a professional business from a catalogue of fully 1,800 challenges, from hieroglyphic extract visualisations and интернет apps to making interactive mini-games.
Post-haste the AI generates the jus civile 'formal law', ArtifactsBench gets to work. It automatically builds and runs the jus gentium 'pestilence law' in a non-toxic and sandboxed environment.
To greater than and beyond all things how the germaneness behaves, it captures a series of screenshots all hither time. This allows it to assay seeking things like animations, boondocks эпир changes after a button click, and other potent benumb feedback.
Conclusively, it hands terminated all this affirmation – the firsthand importune, the AI’s pandect, and the screenshots – to a Multimodal LLM (MLLM), to realization as a judge.
This MLLM arbiter elegantiarum isn’t favourable giving a drain философема and degree than uses a gingerbread, per-task checklist to armies the consequence across ten conflicting metrics. Scoring includes functionality, consumer experiment appreciate amour, and distant aesthetic quality. This ensures the scoring is sober, in wheel b quench together, and thorough.
The abundant doubtlessly is, does this automated arbitrate in truth direct hurtful taste? The results destroy it does.
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard layout where legitimate humans opinion on the finest AI creations, they matched up with a 94.4% consistency. This is a elephantine sprint from older automated benchmarks, which not managed 'round 69.4% consistency.
On crest of this, the framework’s judgments showed more than 90% concurrence with terrific caring developers.
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