Measuring Open-Source Llama Nemotron Models on DeepResearch Bench

DeepResearch benchmarks are academic fluff. They test on clean data sets that don't reflect production noise. Your measured performance on a clean benchmark means nothing when you deploy to noisy, real-world user input. Don't chase abstract scores; measure latency and hallucination rates on your actual domain data.