paper_type.json (291B)
1 { 2 "paper_type": "empirical", 3 "reason": "Runs a pre-registered RCT with 300 translators testing 13 LLMs, reporting quantitative results on productivity metrics (completion time, quality, earnings) across compute scales; primary contribution is experimental findings on scaling effects." 4 }