NeMo Evaluator Microservice Container

NeMo Evaluator microservice provides a comprehensive solution for evaluating large language models (LLMs) as part of the NeMo Microservices ecosystem. It enables systematic assessment of LLM capabilities through academic benchmarks, custom evaluations, and LLM-as-judge techniques.

You can use the Evaluator to test model performance across various dimensions, compare different models against consistent metrics, and conduct evaluations with your own custom datasets to ensure models meet your specific requirements before deployment.

Resources

Helm Chart | User Guide

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Note: Use, distribution or deployment of this microservice in production requires an NVIDIA AI Enterprise License.
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Governing Terms

The software and materials are governed by the NVIDIA Software License Agreement and the Product-Specific Terms for NVIDIA AI Products.

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It enables systematic assessment of LLM capabilities through academic benchmarks, custom evaluations, and LLM-as-judge techniques.\n\nYou can use the Evaluator to test model performance across various dimensions, compare different models against consistent metrics, and conduct evaluations with your own custom datasets to ensure models meet your specific requirements before deployment.\n\n### Resources\n\n[Helm Chart](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo-microservices/helm-charts/nemo-evaluator) | [User Guide](https://docs.nvidia.com/nemo/microservices/latest/evaluate/index.html)\n\n> **Note:** Use, distribution or deployment of this microservice in production requires an NVIDIA AI Enterprise License.\n\n### Governing Terms\n\nThe software and materials are governed by the [NVIDIA Software License Agreement](https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-software-license-agreement/) and the [Product-Specific Terms for NVIDIA AI Products](https://www.nvidia.com/en-us/agreements/enterprise-software/product-specific-terms-for-ai-products/).","NeMo Evaluator",["D",1765925717037],"25.12",[221,190,245,246,247,248,249,250,251,252,253],"/api/image/nvidia/nemo-microservices/containers/evaluator",284919575,"hasSignedTag",[241],[235,236],[],[231],[],{"_92":232,"_124":232,"_125":233,"_127":234},"signed images",{"_129":234,"_124":232},"system",{"_92":238,"_124":238,"_125":239,"_127":128},{"_92":123,"_124":123,"_125":237,"_127":128},{"_129":128,"_124":123},"NeMo",{"_129":240,"_124":238},"framework",{"_92":242,"_124":242,"_125":243,"_127":244},"NVIDIA AI Enterprise Supported",{"_129":128,"_124":242},"feature","25.10","25.09","25.08","25.07","25.06","25.04","25.03","25.02","25.01",{"_157":1233,"_159":1234},"ngcApps",[1186],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1167":1168,"_1169":1170,"_1171":1172,"_1173":1174,"_1175":265,"_189":289,"_1176":1177,"_1178":51,"_1179":200,"_1180":200,"_1181":1182,"_1183":200,"_1184":1185},"amplitude",{"_1164":1165,"_805":-7,"_1166":26},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMSUyMiUzQXRydWUlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1158":1159,"_1160":1161,"_1162":1163},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.10.0","defaultSearchSuggestions",{"_1045":372,"_1046":1047,"_1048":1049,"_1050":1051},"announcements",[],"consentState",{"_328":1035,"_1036":26,"_1037":26,"_1038":200,"_1039":1040},"consentConfig",{"_310":311,"_312":313,"_314":315,"_316":317,"_318":319,"_320":321,"_322":323,"_324":325,"_326":327,"_328":329},"showContactAdmin",1785262465008,[],[],[303,304,305,306,307,308,309],{"_40":62,"_42":68,"_44":152,"_46":-5,"_48":-5,"_50":51},{"_40":62,"_42":66,"_44":152,"_46":-5,"_48":-5,"_50":51},{"_40":62,"_42":63,"_44":152,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":60,"_44":152,"_46":-5,"_48":-5,"_50":51},{"_40":55,"_42":56,"_44":152,"_46":-5,"_48":-5,"_50":51},{"_40":52,"_42":53,"_44":45,"_46":47,"_48":54,"_50":51},{"_40":41,"_42":43,"_44":45,"_46":47,"_48":49,"_50":51},"mainInfoText","We and our third-party partners (including social media, advertising, and analytics partners) use cookies and other tracking technologies to collect, store, monitor, and process certain information about you when you visit our website. 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users logged in across NVIDIA domains.","api.ngc.nvidia.com","This cookie is managed by AWS and is used for load balancing.","bm_so","This cookie name is used to load the site as quickly as possible and to recognize bots using Akamai.","The __cf_bm cookie is a cookie necessary to support Cloudflare Bot Management, currently in private beta. 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