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YAGO2: A Spatially and Temporally Enhanced Knowledge Base from Wikipedia

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YAGO2 in Numbers

YAGO size for core and full extension
Type # in YAGO2 # incl. GeoNames
Classes 365,372 365,372
Entities 2,648,387 9,756,178
Facts 124,333,521 447,470,256
Relations 104 114
Number of entities by class, percentage associated with existence time/location
Class # Entities % Existence Time % Existence Location
People 872,155 80.46 -
Groups 316,699 38.46 24.03
Artifacts 212,003 58.91 1.78
Events 187,392 60.16 16.01
Locations 687,414 13.34 100
Other 372,724 24.99 2.25
Total 2,648,387 47.05 30.62

Evaluation of the YAGO2 Accuracy

We manually evaluated the correctness of 5864 facts. This resulted in a weighted average Wilson center of 95.4% (+- 3.69%). For detailed results of single techniques or relations, check below.

Detailed Evaluation Results of YAGO2

Relation Evaluations Correct Ratio (%) Wilson Center (%) Wilson Width (%)
actedIn 69 69 100 97.36 2.64
created 94 94 100 98.04 1.96
dealsWith 79 77 97.47 95.27 4.04
diedIn 88 88 100 97.91 2.09
diedOnDate 79 79 100 97.68 2.32
directed 66 66 100 97.25 2.75
edited 35 35 100 95.05 4.95
endedOnDate 59 57 96.61 93.76 5.3
exports 113 107 94.69 93.22 4.32
graduatedFrom 57 57 100 96.84 3.16
happenedIn 51 51 100 96.5 3.5
happenedOnDate 86 86 100 97.86 2.14
hasAcademicAdvisor 55 55 100 96.74 3.26
hasArea 37 37 100 95.3 4.7
hasBudget 95 88 92.63 90.97 5.41
hasCapital 47 46 97.87 94.26 5.37
hasChild 75 72 96 93.76 4.87
hasCurrency 37 37 100 95.3 4.7
hasDuration 60 58 96.67 93.86 5.22
hasEconomicGrowth 75 72 96 93.76 4.87
hasExpenses 56 55 98.21 95.12 4.56
hasExport 61 60 98.36 95.5 4.21
hasFamilyName 125 121 96.8 95.4 3.34
hasGDP 93 86 92.47 90.79 5.52
hasGender 50 49 98 94.58 5.07
hasGini 56 56 100 96.79 3.21
hasGivenName 134 132 98.51 97.16 2.43
hasHDI 44 44 100 95.99 4.01
hasHeight 120 112 93.33 91.99 4.59
hasICD10 45 45 100 96.07 3.93
hasISBN 66 66 100 97.25 2.75
hasImdb 41 41 100 95.72 4.28
hasImport 61 61 100 97.04 2.96
hasInflation 66 65 98.48 95.82 3.91
hasLatitude 47 47 100 96.22 3.78
hasLongitude 37 37 100 95.3 4.7
hasMotto 59 58 98.31 95.35 4.35
hasMusicalRole 141 132 93.62 92.46 4.15
hasNumberOfPeople 63 62 98.41 95.63 4.09
hasOfficialLanguage 63 62 98.41 95.63 4.09
hasPages 109 106 97.25 95.64 3.42
hasPopulation 50 50 100 96.43 3.57
hasPopulationDensity 39 39 100 95.52 4.48
hasPoverty 53 52 98.11 94.86 4.8
hasPreferredMeaning 63 63 100 97.13 2.87
hasPreferredName 56 56 100 96.79 3.21
hasRevenue 127 120 94.49 93.18 4.12
hasTLD 55 55 100 96.74 3.26
hasUTCOffset 59 57 96.61 93.76 5.3
hasUnemployment 53 52 98.11 94.86 4.8
hasWebsite 59 59 100 96.94 3.06
hasWeight 64 63 98.44 95.69 4.03
hasWonPrize 61 61 100 97.04 2.96
holdsPoliticalPosition 81 78 96.3 94.2 4.53
imports 107 104 97.2 95.56 3.48
inLanguage 14 14 100 89.23 10.77
influences 58 57 98.28 95.28 4.42
isAffiliatedTo 50 49 98 94.58 5.07
isCalled 33 33 100 94.79 5.21
isCitizenOf 44 44 100 95.99 4.01
isInterestedIn 93 88 94.62 92.85 4.83
isKnownFor 38 38 100 95.41 4.59
isLeaderOf 56 56 100 96.79 3.21
isLocatedIn 51 51 100 96.5 3.5
isMarriedTo 58 58 100 96.89 3.11
isPoliticianOf 65 65 100 97.21 2.79
livesIn 56 56 100 96.79 3.21
means 112 107 95.54 94.03 4.05
owns 39 39 100 95.52 4.48
participatedIn 65 64 98.46 95.76 3.97
playsFor 71 71 100 97.43 2.57
produced 74 73 98.65 96.25 3.51
startedOnDate 66 64 96.97 94.39 4.78
subclassOf 314 295 93.95 93.42 2.67
type 208 205 98.56 97.68 1.83
wasBornIn 49 49 100 96.36 3.64
wasBornOnDate 56 56 100 96.79 3.21
wasCreatedOnDate 110 109 99.09 97.43 2.41
wasDestroyedOnDate 72 71 98.61 96.15 3.61
worksAt 64 64 100 97.17 2.83
wroteMusicFor 40 40 100 95.62 4.38

The raw evaluation results are available here.