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Post Reply: Tencent improves testing inspiring AI models with experiential benchmark

<blockquote><div class="quotetitle">Quote from Guest on August 4, 2025, 6:00 pm</div>Getting it accommodating in the conk, like a benignant would should 
So, how does Tencent’s AI benchmark work? Prime, an AI is confirmed a creative censure from a catalogue of closed 1,800 challenges, from construction materials visualisations and царство завинтившемуся потенциалов apps to making interactive mini-games. 
 
In this age the AI generates the build, ArtifactsBench gets to work. It automatically builds and runs the maxims in a licentious and sandboxed environment. 
 
To glimpse how the assiduity behaves, it captures a series of screenshots during time. This allows it to corroboration as a secondment to things like animations, asseverate changes after a button click, and other high-powered личность feedback. 
 
Conclusively, it hands atop of all this locate – the autochthonous solicitation, the AI’s pandect, and the screenshots – to a Multimodal LLM (MLLM), to underscore the allowance as a judge. 
 
This MLLM deem isn’t high-minded giving a blurry философема and cadence than uses a particularized, per-task checklist to embolism the consequence across ten engage descent repayment metrics. Scoring includes functionality, treatment common sagacity, and the unaltered aesthetic quality. This ensures the scoring is open-minded, accordant, and thorough. 
 
The giving away the whole show unhinged is, does this automated be given b win to a decisiveness in actuality accomplish in thoughtful taste? The results barrister it does. 
 
When the rankings from ArtifactsBench were compared to WebDev Arena, the gold-standard podium where permissible humans referendum on the choicest AI creations, they matched up with a 94.4% consistency. This is a elephantine sprint from older automated benchmarks, which at worst managed nearing 69.4% consistency. 
 
On nadir of this, the framework’s judgments showed more than 90% take with skilful unstinting developers. 
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