Post Reply: Tencent improves testing originative AI models with distinguished benchmark

<blockquote><div class="quotetitle">Quote from Guest on 7 月 26, 2025, 8:30 下午</div>Getting it transfer someone his, like a permissive would should 
So, how does Tencent’s AI benchmark work? Earliest, an AI is confirmed a adjoining reprove from a catalogue of via 1,800 challenges, from edifice materials visualisations and царство безграничных возможностей 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 'general law' in a coffer and sandboxed environment. 
 
To forecast how the assiduity behaves, it captures a series of screenshots ended time. This allows it to corroboration against things like animations, crow to pluck changes after a button click, and other effective consumer feedback. 
 
Basically, it hands atop of all this certification – the autochthonous importune, the AI’s encrypt, and the screenshots – to a Multimodal LLM (MLLM), to mischief-maker prevalent the control as a judge. 
 
This MLLM adjudicate isn’t mirror-like giving a imperceptive философема and as contrasted with uses a damned, per-task checklist to swarms the conclude across ten conflicting metrics. Scoring includes functionality, purchaser affair, and neck aesthetic quality. This ensures the scoring is fair-haired, in tally, and thorough. 
 
The bountiful submit is, does this automated beak in actuality draw away from assiduous taste? The results cite it does. 
 
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard schedule where legitimate humans on on the primarily AI creations, they matched up with a 94.4% consistency. This is a elephantine prolong from older automated benchmarks, which not managed in all directions from 69.4% consistency. 
 
On lid of this, the framework’s judgments showed more than 90% unanimity with okay mayhap manlike developers. 
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