paper_type.json (261B)
1 { 2 "paper_type": "benchmark-creation", 3 "reason": "Introduces UpBench, a new benchmark framework with 322 real-world Upwork jobs and expert-crafted rubrics, with empirical evaluation of LLM agents serving as validation rather than the primary contribution." 4 }