YAGO2: A Spatially and Temporally Enhanced Knowledge Base from Wikipedia
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.