ResearchBenchmarksReferring Nutrition Estimation on Nutrition5k refer@1.0 (test)Follow25.2Calorie MAEFoodLMM25.0825.8926.727.51Jun 3, 2026Evaluation ResultsMethodMethodLinksCalorie MAECalorie pMAEMass MAEMass pMAEFat MAEFat pMAECarb MAECarb pMAEProtein MAEProtein pMAEAverage MAEAverage pMAEFoodLMMRefer ingredient=refer...Refer ingredient=refer@1st2026.0625.234.747.337.13.746.13.734.12.522.416.534.9Food-R1Refer ingredient=refer...Refer ingredient=refer@1st2026.0628.221.422211.322.92.525.62.421.911.322.6