AINeutralarXiv – CS AI · 9h ago6/10
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The Single-File Test: A Longitudinal Public-Interface Evaluation of First-Output LLM Web Generation with Social Reach Tracking
A comprehensive eight-week study evaluated 68 HTML generations from four major LLM families (GPT, Gemini, Grok, Claude) in standardized web generation tasks, finding Claude delivered the most consistent performance while questioning assumptions about reasoning time and social media predictability. The research reveals significant evaluation bias in LLM-as-judge systems and that code verbosity correlates more with model architecture than prompt specificity.
🧠 Claude🧠 Gemini🧠 Grok