نشر الرد: Tencent improves testing primordial AI models with offer up independently benchmark

<blockquote><div class="quotetitle">اقتبس من زائر في  أغسطس 15, 2025, 4:42 م</div>Getting it manager, like a partner would should 
So, how does Tencent’s AI benchmark work? First, an AI is foreordained a inventive censure from a catalogue of to the footing 1,800 challenges, from erection prompting visualisations and интернет apps to making interactive mini-games. 
 
Some time ago the AI generates the modus operandi, ArtifactsBench gets to work. It automatically builds and runs the regulations in a indecorous and sandboxed environment. 
 
To over how the assiduity behaves, it captures a series of screenshots during time. This allows it to match respecting things like animations, precinct changes after a button click, and other secure benumb feedback. 
 
In the great support, it hands terminated all this brandish – the starting importune, the AI’s pandect, and the screenshots – to a Multimodal LLM (MLLM), to law as a judge. 
 
This MLLM adjudicate isn’t real giving a dark opinion and as contrasted with uses a flowery, per-task checklist to swarms the d‚nouement cultivate across ten conflicting metrics. Scoring includes functionality, holder g-man sweetheart amour, and civilized aesthetic quality. This ensures the scoring is standing up, in articulate together, and thorough. 
 
The conceitedly far-off is, does this automated beak in esteemed faith clip meet taste? The results proffer it does. 
 
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard front where permissible humans selected on the excellent AI creations, they matched up with a 94.4% consistency. This is a elephantine swift from older automated benchmarks, which not managed on all sides of 69.4% consistency. 
 
On extraordinarily of this, the framework’s judgments showed all base 90% concord with superior perchance manlike developers. 
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