| model,group,n_countries,tp,mismatch,missed,hallucinated,tn,accuracy,recall_when_filled,precision_when_emitted,hallucination_rate,miss_rate,wrong_when_both_filled,f1,cost_tp,cost_mismatch,cost_missed,cost_hallucinated,cost_tn,cost_accuracy,cost_recall_when_filled,cost_precision_when_emitted,cost_hallucination_rate,cost_miss_rate,cost_wrong_when_both_filled,cost_f1 | |
| gemini/gemini-3.1-flash-lite,en-latin,8,1991,1246,456,423,1230,0.6025,0.5391,0.5440,0.2559,0.1235,0.3849,0.5415,398,119,155,201,1071,0.7557,0.5923,0.5543,0.1580,0.2307,0.2302,0.5727 | |
| gemini/gemini-3.1-flash-lite,eu-latin,7,2979,1264,354,700,1644,0.6660,0.6480,0.6027,0.2986,0.0770,0.2979,0.6245,958,139,121,201,1105,0.8174,0.7865,0.7381,0.1539,0.0993,0.1267,0.7615 | |
| gemini/gemini-3.1-flash-lite,non-latin,4,1861,978,688,451,752,0.5524,0.5276,0.5657,0.3749,0.1951,0.3445,0.5460,566,132,308,170,544,0.6453,0.5626,0.6521,0.2381,0.3062,0.1891,0.6041 | |
| gpt-5.4-mini,en-latin,8,2018,1323,351,552,1091,0.5828,0.5466,0.5184,0.3360,0.0951,0.3960,0.5321,382,148,142,240,1028,0.7268,0.5685,0.4961,0.1893,0.2113,0.2792,0.5298 | |
| gpt-5.4-mini,eu-latin,7,2975,1252,370,991,1353,0.6235,0.6472,0.5701,0.4228,0.0805,0.2962,0.6062,965,150,103,331,975,0.7686,0.7923,0.6674,0.2534,0.0846,0.1345,0.7245 | |
| gpt-5.4-mini,non-latin,4,1941,1122,464,630,573,0.5315,0.5503,0.5256,0.5237,0.1316,0.3663,0.5377,555,170,281,251,463,0.5919,0.5517,0.5686,0.3515,0.2793,0.2345,0.5600 | |
| harvey,en-latin,8,2099,783,816,259,1378,0.6517,0.5676,0.6683,0.1582,0.2207,0.2717,0.6138,411,118,144,168,1099,0.7784,0.6107,0.5897,0.1326,0.2140,0.2231,0.6000 | |
| harvey,eu-latin,7,2081,747,692,382,1730,0.6767,0.5912,0.6483,0.1809,0.1966,0.2641,0.6184,685,116,134,146,967,0.8066,0.7326,0.7233,0.1312,0.1433,0.1448,0.7279 | |
| harvey,non-latin,4,1161,585,1407,138,900,0.4918,0.3682,0.6162,0.1329,0.4462,0.3351,0.4610,468,65,350,77,564,0.6772,0.5300,0.7672,0.1201,0.3964,0.1220,0.6269 | |
| harvey-2,en-latin,8,1922,584,1180,181,1446,0.6339,0.5214,0.7153,0.1112,0.3201,0.2330,0.6032,369,74,228,114,1147,0.7847,0.5499,0.6625,0.0904,0.3398,0.1670,0.6010 | |
| harvey-2,eu-latin,7,1967,623,924,248,1859,0.6807,0.5598,0.6931,0.1177,0.2629,0.2405,0.6193,632,76,227,99,1010,0.8033,0.6759,0.7831,0.0893,0.2428,0.1073,0.7256 | |
| harvey-2,non-latin,4,1171,556,1543,125,994,0.4933,0.3581,0.6323,0.1117,0.4719,0.3219,0.4572,461,75,381,41,638,0.6886,0.5027,0.7990,0.0604,0.4155,0.1399,0.6171 | |
| legora-1,en-latin,8,1902,529,1269,124,1522,0.6405,0.5141,0.7444,0.0753,0.3430,0.2176,0.6082,296,22,355,45,1226,0.7829,0.4398,0.8154,0.0354,0.5275,0.0692,0.5714 | |
| legora-1,eu-latin,7,2409,680,1422,225,2007,0.6549,0.5340,0.7269,0.1008,0.3152,0.2201,0.6157,838,64,299,89,1162,0.8157,0.6978,0.8456,0.0711,0.2490,0.0710,0.7646 | |
| legora-1,non-latin,4,619,176,377,37,529,0.6605,0.5282,0.7440,0.0654,0.3217,0.2214,0.6178,210,3,85,25,309,0.8212,0.7047,0.8824,0.0749,0.2852,0.0141,0.7836 | |
| legora-2,en-latin,8,1919,514,1267,130,1516,0.6425,0.5186,0.7487,0.0790,0.3424,0.2113,0.6128,330,46,297,60,1211,0.7927,0.4903,0.7569,0.0472,0.4413,0.1223,0.5951 | |
| legora-2,eu-latin,7,2437,717,1381,235,2028,0.6568,0.5374,0.7191,0.1038,0.3045,0.2273,0.6151,850,94,264,91,1173,0.8184,0.7036,0.8213,0.0720,0.2185,0.0996,0.7579 | |
| legora-2,non-latin,4,640,179,426,46,546,0.6456,0.5141,0.7399,0.0777,0.3422,0.2186,0.6066,229,5,88,23,323,0.8263,0.7112,0.8911,0.0665,0.2733,0.0214,0.7910 | |