Model,Rank,CER,WER,BoW F1,Diacritic Micro F1,Diacritic Macro F1,Figure Recall,Score
Kimi-K2.6,1,0.0086,0.0192,0.9847,0.9775,0.9732,1.0000,0.9869
Qwen3.5,2,0.0142,0.0335,0.9724,0.9720,0.9622,1.0000,0.9793
Nemotron-Parse,3,0.0314,0.0511,0.9636,0.9823,0.9791,1.0000,0.9727
Marker,4,0.0492,0.0634,0.9603,0.9818,0.9740,1.0000,0.9659
Mistral OCR 3,5,0.0622,0.0722,0.9545,0.9678,0.9644,1.0000,0.9576
Gemini 3.1 Pro,6,0.0418,0.0463,0.9648,0.9715,0.9717,0.9167,0.9530
GPT-5.5,7,0.0121,0.0183,0.9882,0.9882,0.9801,0.7875,0.9467
GPT-5.4,8,0.0108,0.0214,0.9848,0.9728,0.9626,0.7875,0.9426
Ministral-3,9,0.0367,0.0627,0.9514,0.9538,0.9419,0.8500,0.9312
Qwen3-VL,10,0.0231,0.0492,0.9610,0.9720,0.9662,0.7875,0.9296
Docling,11,0.1130,0.1782,0.9107,0.9769,0.9738,1.0000,0.9193
Nanonets-OCR2,12,0.0389,0.0661,0.9523,0.9725,0.9626,0.7667,0.9173
Claude Opus 4.7,13,0.0248,0.0309,0.9831,0.9920,0.9872,0.6208,0.9080
Gemma-3,14,0.0588,0.1036,0.9196,0.9527,0.9379,0.7875,0.8995
olmOCR-2,15,0.0586,0.0639,0.9567,0.9670,0.9594,0.2500,0.8102
MinerU,16,0.2764,0.3605,0.7111,0.8086,0.7800,1.0000,0.7766
GLM-OCR,17,0.0858,0.1240,0.8961,0.9406,0.9451,0.0000,0.7254
InternVL3.5,18,0.0740,0.1927,0.8291,0.8953,0.8663,0.1667,0.7249
GaMS-3-beta,19,0.3336,0.4887,0.6615,0.8594,0.8537,0.4000,0.6197
Phi-4-MM,20,0.9219,0.9803,0.1026,0.3841,0.3966,0.1000,0.1369