ResearchBenchmarksReferring Nutrition Estimation on Nutrition5k refer@2nd 1.0 (test)Referring Nutrition Estimation on Nutrition5k refer@2nd 1.0 (test)Follow21Calorie MAEFoodLMM20.86421.78222.723.618Jun 3, 2026Evaluation resultsMethodMethodLinksCalorie MAECalorie pMAEMass MAEMass pMAEFat MAEFat pMAECarb MAECarb pMAEProtein MAEProtein pMAEAverage MAEAverage pMAEFoodLMMRefer ingredient=refer...Refer ingredient=refer@2nd2026.062127.416.939.51.1292.130.51.427.48.530.8Food-R1Refer ingredient=refer...Refer ingredient=refer@2nd2026.0624.431.218.329.7127.52.534.31.632.69.631.1