ABCDEFGHIJKLMNOPQRSTUVWXYZAA
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CategoryMethodMacro Avg
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recall_at_1recall_at_2recall_at_3recall_at_4recall_at_5recall_at_10recall_at_25recall_at_50recall_at_75recall_at_100MRR
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Wikimedia Existing ToolsFindlink0.0020.0020.0030.0030.0030.0030.0040.0040.0050.0050.002
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Morelike0.0950.1380.1610.1900.2010.2420.3040.3450.3750.3950.145
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HeuristicsReciprocity (in-degree)0.0310.0560.0870.1170.1340.1750.1990.2030.2040.2040.072
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Reciprocity (page-rank)0.0300.0620.0880.1150.1350.1740.1990.2030.2040.2040.073
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Reciprocity (out-degree)0.0580.0900.1230.1360.1480.1830.2010.2040.2040.2050.097
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Graph embeddings (unifiying graphs of all the languages by aligned Wikidata QIDs)VERSE-unified (directed)0.0340.0570.0630.0700.0760.0970.1350.1600.1780.2030.057
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VERSE-unified (undirected)0.0310.0390.0450.0540.0640.0800.1270.1640.1810.1990.048
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Deepwalk-unified (directed)0.0580.0810.0940.1040.1160.1620.2190.2610.2850.3060.089
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Deepwalk-unified (undirected)0.0580.0830.0930.1000.1050.1600.2030.2410.2620.2850.088
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Graph embeddings (independently training on graphs of each language)VERSE (directed)0.0500.0630.0820.0920.1110.1400.1850.2220.2430.2590.078
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VERSE (undirected)0.0500.0690.0890.1000.1050.1480.1890.2300.2510.2690.080
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Deepwalk (directed)0.0580.0810.0940.1040.1160.1620.2190.2610.2850.3060.089
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Deepwalk (undirected)0.0300.0570.0650.0900.0980.1350.1880.2390.2680.2830.064
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Proposed ApproachLink-translation0.1490.2200.2630.2930.3110.3790.4260.4410.4460.4480.223
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CategoryMethodMicro Avg
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recall_at_1recall_at_2recall_at_3recall_at_4recall_at_5recall_at_10recall_at_25recall_at_50recall_at_75recall_at_100MRR
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Wikimedia Existing ToolsFindlink0.0020.0020.0030.0030.0030.0040.0050.0070.0070.0080.003
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Morelike0.0950.1320.1550.1710.1850.2280.2890.3390.3700.3920.140
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HeuristicsReciprocity (in-degree)0.0120.0370.0610.0970.1200.1990.2470.2570.2590.2600.061
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Reciprocity (page-rank)0.0110.0360.0600.0970.1200.1980.2470.2570.2590.2600.060
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Reciprocity (out-degree)0.0300.0640.1080.1310.1530.2120.2510.2580.2600.2610.083
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Graph embeddings (unifiying graphs of all the languages by aligned Wikidata QIDs)VERSE-unified (directed)0.0230.0340.0420.0480.0530.0720.1020.1300.1500.1640.039
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VERSE-unified (undirected)0.0100.0150.0180.0220.0250.0360.0610.0880.1070.1210.019
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Deepwalk-unified (directed)0.0180.0300.0390.0460.0530.0780.1200.1580.1810.1990.038
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Deepwalk-unified (undirected)0.0190.0310.0400.0470.0530.0750.1170.1580.1830.2030.038
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Graph embeddings (independently training on graphs of each language)VERSE (directed)0.0300.0460.0560.0650.0720.0940.1320.1660.1860.2030.052
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VERSE (undirected)0.0230.0360.0450.0530.0590.0820.1170.1510.1740.1910.042
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Deepwalk (directed)0.0180.0300.0390.0460.0530.0780.1200.1580.1810.1990.038
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Deepwalk (undirected)0.0210.0350.0450.0540.0600.0860.1330.1810.2130.2340.043
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Proposed ApproachLink-translation0.1260.1670.1920.2100.2220.2550.2820.2920.2960.2980.168
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