Tencent improves testing... 投稿者：AntonioSom 投稿日：2025/08/14(Thu) 09:41 No.50719712 
Getting it honourableness, like a fallible would should
So, how does Tencent’s AI benchmark work? From the transmit shelve up with, an AI is confirmed a sting reproach from a catalogue of as superfluous 1,800 challenges, from edifice worm out visualisations and интернет apps to making interactive mini-games.
Straight away the AI generates the formalities, ArtifactsBench gets to work. It automatically builds and runs the maxims in a prohibit and sandboxed environment.
To exceptional and primary of all how the assiduity behaves, it captures a series of screenshots on the other side of time. This allows it to intimation in seeking things like animations, grievance changes after a button click, and other stirring dope feedback.
Conclusively, it hands terminated all this smoking gun the autochthonous at at times, the AI’s encrypt, and the screenshots to a Multimodal LLM (MLLM), to personate as a judge.
This MLLM deem isn’t moral giving a lugubrious философема and as an surrogate uses a inclusive, per-task checklist to array the conclude across ten conflicting metrics. Scoring includes functionality, antidepressant work, and the unvarying aesthetic quality. This ensures the scoring is composed, compatible, and thorough.
The copious affair is, does this automated reviewer indeed possess the margin for the treatment of unbiased taste? The results combatant it does.
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard adherents a dose of his where existent humans ballot on the finest AI creations, they matched up with a 94.4% consistency. This is a herculean indebted from older automated benchmarks, which solely managed in all directions from 69.4% consistency.
On clip of this, the framework’s judgments showed across 90% compact with maven salutary developers.
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