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2f94d1e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 | ref,dataset,vs,mean_diff,sd,min,max,wins
KGGuard+ (cross-fit),dbpedia_accuracy,"GBDT (cross-fit, all features)",-0.0064,0.0219,-0.0261,0.0289,1/5
KGGuard+ (cross-fit),dbpedia_accuracy,"GBDT (cross-fit, all features + web)",-0.0211,0.0257,-0.0474,0.0177,1/5
KGGuard+ (cross-fit),dbpedia_accuracy,KGGuard,0.1872,0.0402,0.1233,0.2349,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,PaTyBRED,0.3186,0.0311,0.2686,0.3414,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,CAGED,0.3536,0.0407,0.2833,0.3883,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,TransE,0.3465,0.0368,0.2855,0.383,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,ComplEx,0.3481,0.0383,0.2824,0.3816,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,PredicatePrior (cross-fit),0.0774,0.0053,0.0718,0.0843,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,LLM zero-shot (Qwen2.5-7B),0.2178,0.0409,0.1519,0.2561,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,SDValidate,0.3304,0.0353,0.2719,0.3651,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,KGGuard+,0.0374,0.0162,0.0104,0.0533,5/5
KGGuard+ (cross-fit),dbpedia_accuracy,KGGuard+ + LLM evidence (ext.),0.007,0.0171,-0.0189,0.0207,3/5
KGGuard+ (cross-fit),dbpedia_accuracy,"KGGuard+W (cross-fit, + web evidence)",-0.0137,0.0041,-0.0176,-0.0069,0/5
KGGuard+ (cross-fit),factbench,"GBDT (cross-fit, all features)",-0.059,0.015,-0.0752,-0.0349,0/5
KGGuard+ (cross-fit),factbench,"GBDT (cross-fit, all features + web)",-0.1178,0.0164,-0.1345,-0.0958,0/5
KGGuard+ (cross-fit),factbench,KGGuard,0.1195,0.0256,0.0853,0.151,5/5
KGGuard+ (cross-fit),factbench,PaTyBRED,0.2294,0.0238,0.2005,0.2596,5/5
KGGuard+ (cross-fit),factbench,CAGED,0.3077,0.0168,0.293,0.3258,5/5
KGGuard+ (cross-fit),factbench,TransE,0.2901,0.0226,0.2631,0.3154,5/5
KGGuard+ (cross-fit),factbench,ComplEx,0.3516,0.0141,0.33,0.3679,5/5
KGGuard+ (cross-fit),factbench,PredicatePrior (cross-fit),0.3771,0.021,0.3585,0.409,5/5
KGGuard+ (cross-fit),factbench,LLM zero-shot (Qwen2.5-7B),0.1012,0.0148,0.0851,0.1174,5/5
KGGuard+ (cross-fit),factbench,SDValidate,0.2097,0.0194,0.191,0.2333,5/5
KGGuard+ (cross-fit),factbench,KGGuard+,0.0019,0.0035,-0.0032,0.0061,4/5
KGGuard+ (cross-fit),factbench,KGGuard+ + LLM evidence (ext.),-0.019,0.0082,-0.0311,-0.0089,0/5
KGGuard+ (cross-fit),factbench,"KGGuard+W (cross-fit, + web evidence)",-0.0621,0.0094,-0.0706,-0.0497,0/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,"GBDT (cross-fit, all features)",0.0073,0.0232,-0.0111,0.0465,3/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,"GBDT (cross-fit, all features + web)",-0.0074,0.0265,-0.0324,0.0353,1/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,KGGuard,0.2009,0.0432,0.1302,0.2483,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,PaTyBRED,0.3323,0.0345,0.2755,0.3547,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,CAGED,0.3672,0.0442,0.2902,0.4016,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,TransE,0.3602,0.0401,0.2924,0.3964,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,ComplEx,0.3618,0.0417,0.2893,0.3949,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,PredicatePrior (cross-fit),0.0911,0.004,0.0875,0.0976,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,LLM zero-shot (Qwen2.5-7B),0.2315,0.0438,0.1588,0.2694,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,SDValidate,0.3441,0.0385,0.2788,0.3785,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,KGGuard+,0.0511,0.0152,0.028,0.0666,5/5
"KGGuard+W (cross-fit, + web evidence)",dbpedia_accuracy,KGGuard+ + LLM evidence (ext.),0.0207,0.0175,-0.0014,0.034,4/5
"KGGuard+W (cross-fit, + web evidence)",factbench,"GBDT (cross-fit, all features)",0.0031,0.0075,-0.0047,0.0147,3/5
"KGGuard+W (cross-fit, + web evidence)",factbench,"GBDT (cross-fit, all features + web)",-0.0557,0.0075,-0.0639,-0.0462,0/5
"KGGuard+W (cross-fit, + web evidence)",factbench,KGGuard,0.1816,0.0199,0.1559,0.2025,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,PaTyBRED,0.2915,0.0189,0.2705,0.3143,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,CAGED,0.3698,0.0183,0.35,0.3958,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,TransE,0.3522,0.0207,0.3336,0.3809,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,ComplEx,0.4137,0.0077,0.4006,0.4205,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,PredicatePrior (cross-fit),0.4392,0.0121,0.429,0.4586,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,LLM zero-shot (Qwen2.5-7B),0.1633,0.0141,0.1506,0.1875,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,SDValidate,0.2718,0.0112,0.2566,0.283,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,KGGuard+,0.064,0.0089,0.0504,0.074,5/5
"KGGuard+W (cross-fit, + web evidence)",factbench,KGGuard+ + LLM evidence (ext.),0.0431,0.0051,0.0394,0.0515,5/5
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