====== Vergleich Rasa 1.6 VS Rasa 2.1 ====== Im unten stehenden Vergleich ist zu sehen, dass mithilfe von Rasa 2.1 und dem DIET-Classifier ein Modell trainiert werden konnte, welches weniger Trainingsdaten und Epochen benötigt und im Durchschnitt bessere Ergebnisse als das in Rasa 1.6 trainierte Modell erzielen kann. ^ Frage ^ Rasa 1.6 ^ Rasa 2.1 (50 Epochen; 1000 Examples) | Rasa 2.1 (25 Epochen; 200 Examples) | | Wie wird das Wetter morgen? | {\\ "intent": {\\ "name": "weather",\\ "confidence": 0.9922413826\\ },\\ "entities": [\\ {\\ "start": 20,\\ "end": 26,\\ "value": "morgen",\\ "entity": "time-specification",\\ "confidence": 0.9971570489,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 20,\\ "end": 26,\\ "text": "morgen",\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingHTTPExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "name": "weather",\\ "confidence": 0.9922413826\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0026126024\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0021905429\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0013697775\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.0011800339\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0004056423\\ }\\ ],\\ "text": "Wie wird das Wetter morgen?"\\ } | {\\ "text": "Wie wird das Wetter morgen?",\\ "intent": {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.9999884366989136\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 20,\\ "end": 26,\\ "confidence_entity": 0.9842384457588196,\\ "value": "morgen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 20,\\ "end": 26,\\ "text": "morgen",\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.9999884366989136\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.00000814867416920606\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.0000017349182144243969\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.0000012679212204602663\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 2.5400055392310605e-7\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 1.208416904319165e-7\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 1.7254370376917905e-8\\ }\\ ]\\ } | {\\ "text": "Wie wird das Wetter morgen?",\\ "intent": {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9999696016311646\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 20,\\ "end": 26,\\ "confidence_entity": 0.6481115221977234,\\ "value": "morgen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 20,\\ "end": 26,\\ "text": "morgen",\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9999696016311646\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.00002991780092997942\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 2.977962481054419e-7\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 1.4642265000475163e-7\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 4.2411301137690316e-8\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 1.209102418187058e-8\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 2.9117934192274264e-12\\ }\\ ]\\ } | | Wetter? | {\\ "intent": {\\ "name": "weather",\\ "confidence": 0.9551555514\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "name": "weather",\\ "confidence": 0.9551555514\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0163515173\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0120272115\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0070537911\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.006291897\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0031200186\\ }\\ ],\\ "text": "Wetter?"\\ } | {\\ "text": "Wetter?",\\ "intent": {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.5208204388618469\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.5208204388618469\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.4326547086238861\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.027483299374580383\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.013402841985225677\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.005350942257791758\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.00027313223108649254\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.00001461233387090033\\ }\\ ]\\ } | {\\ "text": "Wetter?",\\ "intent": {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9935607314109802\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9935607314109802\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.0056416308507323265\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.0003420924476813525\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.00030272555886767805\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.00013827203656546772\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.000010266037861583754\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.000004291844106774079\\ }\\ ]\\ } | | Weter? | {\\ "intent": {\\ "name": "weather",\\ "confidence": 0.379965961\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "name": "weather",\\ "confidence": 0.379965961\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.3067178726\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.1278224587\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0656161457\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.061018873\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0588586703\\ }\\ ],\\ "text": "Weter?"\\ } | {\\ "text": "Weter??",\\ "intent": {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.6128888726234436\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.6128888726234436\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.30555424094200134\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.07669393718242645\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.0047022257931530476\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.00013254339864943177\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.000025996823751484044\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.0000021538714918278856\\ }\\ ]\\ } | {\\ "text": "Weter?",\\ "intent": {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.9976796507835388\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.9976796507835388\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.0019629914313554764\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.00014308460231404752\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.00008879936649464071\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.00007306714542210102\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.00003720977110788226\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.00001518240969744511\\ }\\ ]\\ } | | Regnet es morgen? | {\\ "intent": {\\ "name": "mensa",\\ "confidence": 0.5450298786\\ },\\ "entities": [\\ {\\ "start": 10,\\ "end": 16,\\ "value": "morgen",\\ "entity": "time-specification",\\ "confidence": 0.9994469305,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 10,\\ "end": 16,\\ "text": "morgen",\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingHTTPExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "name": "mensa",\\ "confidence": 0.5450298786\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.1749080122\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.1197473928\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0600147545\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.0529860742\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0473139025\\ }\\ ],\\ "text": "Regnet es morgen?"\\ } | {\\ "text": "Regnet es morgen?",\\ "intent": {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.5070340037345886\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 10,\\ "end": 16,\\ "confidence_entity": 0.9996702671051025,\\ "value": "morgen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 10,\\ "end": 16,\\ "text": "morgen",\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-10T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.5070340037345886\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.3519533574581146\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.13056229054927826\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.009057272225618362\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.0007233358337543905\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.0003745087597053498\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.00029526007710956037\\ }\\ ]\\ } | {\\ "text": "Regnet es morgen?",\\ "intent": {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9797461628913879\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 10,\\ "end": 16,\\ "confidence_entity": 0.8860828876495361,\\ "value": "morgen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 10,\\ "end": 16,\\ "text": "morgen",\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-17T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.9797461628913879\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.016882384195923805\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.0018101214664056897\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.0011356601025909185\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.0003259093500673771\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.00009536709694657475\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.000004407299456943292\\ }\\ ]\\ } | | Was gibt es in der Mesna? | "intent": {\\ "name": "mensa",\\ "confidence": 0.9884942174\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "name": "mensa",\\ "confidence": 0.9884942174\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0035327922\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0026888654\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0023764912\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.0016002117\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0013073583\\ }\\ ],\\ "text": "Was gibt es in der Mesna?"\\ } | "text": "Was gibt es in der Mesna?",\\ "intent": {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.9388773441314697\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.9388773441314697\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.02996889501810074\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.01946518011391163\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.0067940508015453815\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.004279167391359806\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.0005168781499378383\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.00009848352055996656\\ }\\ ]\\ } | {\\ "text": "Was gibt es in der Mesna?",\\ "intent": {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.846369743347168\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 15,\\ "end": 18,\\ "confidence_entity": 0.6253060102462769,\\ "value": "der",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.846369743347168\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.14900100231170654\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.004126737825572491\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.00031276969821192324\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.00011688379890983924\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.00005121725916978903\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.000021665397071046755\\ }\\ ]\\ } | | Ab wann ist offen? | {\\ "intent": {\\ "name": "opening-hours",\\ "confidence": 0.8753382564\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "name": "opening-hours",\\ "confidence": 0.8753382564\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0464614481\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0303087942\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0192816518\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0172219314\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.011387893\\ }\\ ],\\ "text": "Ab wann ist offen?"\\ } | {\\ "text": "Ab wann ist offen?",\\ "intent": {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.999994158744812\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 8,\\ "end": 11,\\ "confidence_entity": 0.5069369673728943,\\ "value": "ist",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.999994158744812\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.0000055017872000462376\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 2.1730438959366438e-7\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 1.1172821956506596e-7\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 2.4052473790447948e-8\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 4.146436805019249e-10\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 3.502335088612085e-10\\ }\\ ]\\ } | {\\ "text": "Ab wann ist offen?",\\ "intent": {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.9992458820343018\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.9992458820343018\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.000661760859657079\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.00008110921044135466\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.000003899614512192784\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.000003884440957335755\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.000003240234036638867\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 2.6623169446793327e-7\\ }\\ ]\\ } | | Grünes Essen heute? | {\\ "intent": {\\ "name": "mensa",\\ "confidence": 0.8667260408\\ },\\ "entities": [\\ {\\ "start": 7,\\ "end": 12,\\ "value": "essen",\\ "entity": "dish",\\ "confidence": 0.6090208253,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 13,\\ "end": 18,\\ "value": "heute",\\ "entity": "time-specification",\\ "confidence": 0.9807544327,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 13,\\ "end": 18,\\ "text": "heute",\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingHTTPExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "name": "mensa",\\ "confidence": 0.8667260408\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0524468794\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0313803032\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0199436247\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.016322406\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0131807998\\ }\\ ],\\ "text": "Grünes Essen heute?"\\ } | {\\ "text": "Grünes Essen heute?",\\ "intent": {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.6988359093666077\\ },\\ "entities": [\\ {\\ "entity": "dish",\\ "start": 7,\\ "end": 12,\\ "confidence_entity": 0.5191475749015808,\\ "value": "Essen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "entity": "time-specification",\\ "start": 13,\\ "end": 18,\\ "confidence_entity": 0.8421180248260498,\\ "value": "heute",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 13,\\ "end": 18,\\ "text": "heute",\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-09T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 0.6988359093666077\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 0.17303889989852905\\ },\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.06718920171260834\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 0.052161358296871185\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.0062564401887357235\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.0013831349788233638\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.0011350009590387344\\ }\\ ]\\ } | {\\ "text": "Grünes Essen heute?",\\ "intent": {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.9965941309928894\\ },\\ "entities": [\\ {\\ "entity": "dish",\\ "start": 7,\\ "end": 12,\\ "confidence_entity": 0.9439751505851746,\\ "value": "Essen",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "entity": "time-specification",\\ "start": 13,\\ "end": 18,\\ "confidence_entity": 0.916700005531311,\\ "value": "heute",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "start": 13,\\ "end": 18,\\ "text": "heute",\\ "value": "2020-12-16T00:00:00.000+01:00",\\ "confidence": 1.0,\\ "additional_info": {\\ "values": [\\ {\\ "value": "2020-12-16T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ }\\ ],\\ "value": "2020-12-16T00:00:00.000+01:00",\\ "grain": "day",\\ "type": "value"\\ },\\ "entity": "time",\\ "extractor": "DucklingEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.9965941309928894\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.0032590338960289955\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 0.00007598016964038834\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.00003440059663262218\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.000018250115317641757\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.000014182102859194856\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.000004021673703391571\\ }\\ ]\\ } | | Merke dir, dass ich in Paderborn lebe | {\\ "intent": {\\ "name": "database-set",\\ "confidence": 0.9976453185\\ },\\ "entities": [\\ {\\ "start": 23,\\ "end": 32,\\ "value": "paderborn",\\ "entity": "city",\\ "confidence": 0.8083532626,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 33,\\ "end": 37,\\ "value": "lebe",\\ "entity": "detail-home",\\ "confidence": 0.9973473404,\\ "extractor": "CRFEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "name": "database-set",\\ "confidence": 0.9976453185\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.000784613\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0006169737\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0004429513\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0003943894\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.0001157235\\ }\\ ],\\ "text": "Merke dir, dass ich in Paderborn lebe"\\ } | {\\ "text": "Merke dir, dass ich in Paderborn lebe",\\ "intent": {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.9999997615814209\\ },\\ "entities": [\\ {\\ "entity": "city",\\ "start": 23,\\ "end": 32,\\ "confidence_entity": 0.9730143547058105,\\ "value": "Paderborn",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "entity": "detail-home",\\ "start": 33,\\ "end": 37,\\ "confidence_entity": 0.9922836422920227,\\ "value": "lebe",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.9999997615814209\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 2.428854486424825e-7\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 1.0332730226991771e-8\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 1.3612506677418423e-9\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 1.6023941895593197e-10\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 6.299613608540255e-11\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 3.648126072064439e-12\\ }\\ ]\\ } | {\\ "text": "Merke dir, dass ich in Paderborn lebe",\\ "intent": {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.999999463558197\\ },\\ "entities": [\\ {\\ "entity": "detail-home",\\ "start": 33,\\ "end": 37,\\ "confidence_entity": 0.8913267850875854,\\ "value": "lebe",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.999999463558197\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 1.9484977542560955e-7\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 1.825709148306487e-7\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 1.0755660895256369e-7\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 5.392279334159866e-8\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 1.2392204595812473e-8\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 7.238725174829597e-9\\ }\\ ]\\ } | | Vergiss dass ich in Paderborn lebe | {\\ "intent": {\\ "name": "database-set",\\ "confidence": 0.960737586\\ },\\ "entities": [\\ {\\ "start": 20,\\ "end": 29,\\ "value": "paderborn",\\ "entity": "city",\\ "confidence": 0.8083532664,\\ "extractor": "CRFEntityExtractor"\\ },\\ {\\ "start": 30,\\ "end": 34,\\ "value": "lebe",\\ "entity": "detail-home",\\ "confidence": 0.9973473404,\\ "extractor": "CRFEntityExtractor"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "name": "database-set",\\ "confidence": 0.960737586\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.012679317\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0089827115\\ },\\ {\\ "name": "weather",\\ "confidence": 0.007465994\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0072787763\\ },\\ {\\ "name": "opening-hours",\\ "confidence": 0.0028556499\\ }\\ ],\\ "text": "Vergiss dass ich in Paderborn lebe"\\ } | {\\ "text": "Vergiss dass ich in Paderborn lebe",\\ "intent": {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.9469994306564331\\ },\\ "entities": [\\ {\\ "entity": "city",\\ "start": 20,\\ "end": 29,\\ "confidence_entity": 0.9699628353118896,\\ "value": "Paderborn",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "entity": "detail-home",\\ "start": 30,\\ "end": 34,\\ "confidence_entity": 0.9912400841712952,\\ "value": "lebe",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -872745358352349125,\\ "name": "database-set",\\ "confidence": 0.9469994306564331\\ },\\ {\\ "id": -5862666710370212953,\\ "name": "database-remove",\\ "confidence": 0.05283213034272194\\ },\\ {\\ "id": -3009106034344471985,\\ "name": "database-get",\\ "confidence": 0.00016512133879587054\\ },\\ {\\ "id": -4680590287259028702,\\ "name": "weather",\\ "confidence": 0.0000029428199468384264\\ },\\ {\\ "id": 3710061685457741694,\\ "name": "cats",\\ "confidence": 2.7211456199438544e-7\\ },\\ {\\ "id": 856922160362704951,\\ "name": "opening-hours",\\ "confidence": 1.0829287333535831e-7\\ },\\ {\\ "id": -2141686348260206039,\\ "name": "mensa",\\ "confidence": 1.5573672129676197e-8\\ }\\ ]\\ } | {\\ "text": "Vergiss dass ich in Paderborn lebe",\\ "intent": {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.9877228736877441\\ },\\ "entities": [\\ {\\ "entity": "detail-allergic",\\ "start": 20,\\ "end": 29,\\ "confidence_entity": 0.5336987972259521,\\ "value": "Paderborn",\\ "extractor": "DIETClassifier"\\ },\\ {\\ "entity": "detail-home",\\ "start": 30,\\ "end": 34,\\ "confidence_entity": 0.7919436693191528,\\ "value": "lebe",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 0.9877228736877441\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 0.012165255844593048\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 0.00009977106674341485\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 0.000007664299118914641\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 0.0000022052013264328707\\ },\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.0000019313567918288754\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 3.157225307859335e-7\\ }\\ ]\\ } | | Wann geschlossen? | {\\ "intent": {\\ "name": "opening-hours",\\ "confidence": 0.9209404588\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "name": "opening-hours",\\ "confidence": 0.9209404588\\ },\\ {\\ "name": "database-remove",\\ "confidence": 0.0250940621\\ },\\ {\\ "name": "database-get",\\ "confidence": 0.0237835404\\ },\\ {\\ "name": "mensa",\\ "confidence": 0.0117297452\\ },\\ {\\ "name": "weather",\\ "confidence": 0.0114920707\\ },\\ {\\ "name": "database-set",\\ "confidence": 0.0069601205\\ }\\ ],\\ "text": "Wann geschlossen?"\\ } | {\\ "text": "Wann geschlossen?",\\ "intent": {\\ "id": -1864747802979821221,\\ "name": "opening-hours",\\ "confidence": 0.9999998807907104\\ },\\ "entities": [\\ {\\ "entity": "time-specification",\\ "start": 16,\\ "end": 17,\\ "confidence_entity": 0.566884458065033,\\ "value": "?",\\ "extractor": "DIETClassifier"\\ }\\ ],\\ "intent_ranking": [\\ {\\ "id": -1864747802979821221,\\ "name": "opening-hours",\\ "confidence": 0.9999998807907104\\ },\\ {\\ "id": 6437569678968154019,\\ "name": "database-set",\\ "confidence": 5.108309508727871e-8\\ },\\ {\\ "id": 586910193506012734,\\ "name": "cats",\\ "confidence": 3.263772896389128e-8\\ },\\ {\\ "id": 2224422146930621781,\\ "name": "database-remove",\\ "confidence": 1.0208087708463154e-8\\ },\\ {\\ "id": 4692221253914954698,\\ "name": "weather",\\ "confidence": 4.05886257937027e-9\\ },\\ {\\ "id": 560927862318118929,\\ "name": "mensa",\\ "confidence": 2.2132008725694874e-10\\ },\\ {\\ "id": -1208263094687323264,\\ "name": "database-get",\\ "confidence": 2.990669170643834e-11\\ }\\ ]\\ } | {\\ "text": "Wann geschlossen?",\\ "intent": {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.9999991655349731\\ },\\ "entities": [],\\ "intent_ranking": [\\ {\\ "id": 5321546954308366809,\\ "name": "opening-hours",\\ "confidence": 0.9999991655349731\\ },\\ {\\ "id": 5719744199404783384,\\ "name": "cats",\\ "confidence": 4.784782277056365e-7\\ },\\ {\\ "id": 1211502731970633498,\\ "name": "weather",\\ "confidence": 1.550744883616062e-7\\ },\\ {\\ "id": 919464266434889474,\\ "name": "database-remove",\\ "confidence": 9.738189987729129e-8\\ },\\ {\\ "id": -7422794699184783824,\\ "name": "database-set",\\ "confidence": 8.262786366231012e-8\\ },\\ {\\ "id": -103728771352546912,\\ "name": "mensa",\\ "confidence": 1.6791160462048538e-8\\ },\\ {\\ "id": 1600760972575240916,\\ "name": "database-get",\\ "confidence": 1.4186173125096957e-8\\ }\\ ]\\ } | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |