Question Answering

The Question Answering task in NLP pertains to building a model which can answer questions posed in natural language. Many datasets (including SQuAD, the dataset we use in this notebook) pose this as a reading comprehension task i.e. given a question and a context, the goal is to predict the span within the context with a start and end position which indicates the answer to the question. For every word in the training dataset we predict:

1.likelihood this word is the start of the span

2.likelihood this word is the end of the span

The best place to get started with TAO Toolkit - Question Answering would be the TAO - Question Answering jupyter notebook.\nThe notebook shows Sample workflow for training a question answering model and export the model to a .riva file\nFor more information check TAO Toolkit product page - https://developer.nvidia.com/tao-toolkit

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Many datasets (including SQuAD, the dataset we use in this notebook) pose this as a reading comprehension task i.e. given a question and a context, the goal is to predict the span within the context with a start and end position which indicates the answer to the question. For every word in the training dataset we predict:\n\n1.likelihood this word is the start of the span\n\n2.likelihood this word is the end of the span\n\nThe best place to get started with TAO Toolkit - Question Answering would be the TAO - Question Answering jupyter notebook.\nThe notebook shows Sample workflow for training a question answering model and export the model to a .riva file\nFor more information check TAO Toolkit product page - https://developer.nvidia.com/tao-toolkit","displayName","Quick Deploy Question Answering",["D",1709060205246],"publisher","NVIDIA","latestVersion","collectionCounts","imageUrl","/api/image/nvidia/-/resources/tao_question","rawImageUrl","https://assets.nvidiagrid.net/ngc/logos/Tutorials.png","canGuestDownload","latestVersionSizeInBytes","licenseTerms","isMultinodeEnabled","isMultiArchitecture","bias","explainability","privacy","safetyAndSecurity","featureLabels",[],"displayLabels",[267,268,269,270],"policyLabels",[],"systemLabels",[],"products",[],"hasNimMetadata",{"_236":286,"_272":287,"_274":288,"_276":87},{"_236":282,"_272":283,"_274":284,"_276":87},{"_236":279,"_272":280,"_274":281,"_276":87},{"_236":271,"_272":273,"_274":275,"_276":87},"ML","value","soln_ml","filter",{"_277":278,"_272":273},"category","field","technology","DL","soln_dl",{"_277":278,"_272":280},"Automatic Speech Recognition","uscs_automatic_speech_recognition",{"_277":285,"_272":283},"application","AI","soln_ai",{"_277":278,"_272":287},{"_152":1267,"_154":1268},"ngcApps",[1220],"csaApiBaseUrl","https://www.nvidia.com/ai-agents/csa-agent/dcsm","datadogRum",{"_1201":1202,"_1203":1204,"_1205":1206,"_1207":1208,"_1209":300,"_109":324,"_1210":1211,"_1212":59,"_1213":90,"_1214":90,"_1215":1216,"_1217":90,"_1218":1219},"amplitude",{"_1198":1199,"_837":-7,"_1200":34},"disableJs","environment","prod","featureFlagsBlob","JTdCJTIydGVzdEZsYWclMjIlM0FmYWxzZSUyQyUyMnNob3dTZWFyY2hMYWJlbFNldEZpbHRlcnMlMjIlM0FmYWxzZSUyQyUyMmVuYWJsZUNzYVdpZGdldCUyMiUzQWZhbHNlJTJDJTIyZW5hYmxlUHJvZHVjdEdyb3VwaW5nQnlTdWJzY3JpcHRpb24lMjIlM0FmYWxzZSUyQyUyMmNvbnRhaW5lclNjYW5uaW5nUmVkZXNpZ25NMSUyMiUzQXRydWUlN0Q=","featureFlagsGuarded","isDevLikeEnv","isPlaywright","isMobileDevice","categorizedOrgs",{"_1192":1193,"_1194":1195,"_1196":1197},"currentOrgContext","currentContextRoles",[],"enterpriseOrgs",[],"locale","en","ngcApiOrigin","ngcHelmOrigin","origin","https://catalog.ngc.nvidia.com","usesMocks","theme","year",2026,"1.10.0","defaultSearchSuggestions",{"_1077":128,"_1078":1079,"_1080":1081,"_1082":1083},"announcements",[],"consentState",{"_363":1067,"_1068":90,"_1069":34,"_1070":34,"_1071":1072},"consentConfig",{"_345":346,"_347":348,"_349":350,"_351":352,"_353":354,"_355":356,"_357":358,"_359":360,"_361":362,"_363":364},"showContactAdmin",1785073531036,[],[],[338,339,340,341,342,343],{"_48":63,"_50":73,"_52":147,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":70,"_52":147,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":68,"_52":147,"_54":-5,"_56":-5,"_58":59},{"_48":63,"_50":64,"_52":147,"_54":-5,"_56":-5,"_58":59},{"_48":60,"_50":61,"_52":53,"_54":55,"_56":344,"_58":59},{"_48":49,"_50":51,"_52":147,"_54":-5,"_56":-5,"_58":59},6,"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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