ResearchBenchmarksLexical Normalization on MultiLexNorm++ ENFollow64.93Error Rate (ERR)MFR64.711266.188167.66569.1419Jan 23, 2026Evaluation ResultsMethodMethodLinksError Rate (ERR)F1-scoreMFRModel=MFRModel=MFR2026.0164.9379.79LLaMA3Model=LLaMA3, Averaged...Model=LLaMA3, Averaged runs=32026.0168.5682.94Gemma3Model=Gemma3, Averaged...Model=Gemma3, Averaged runs=32026.0169.2283.36GPT-4oModel=GPT-4o, Averaged...Model=GPT-4o, Averaged runs=32026.0169.4283.51Qwen2.5Model=Qwen2.5, Average...Model=Qwen2.5, Averaged runs=32026.0169.7883.67ÚFALModel=ÚFALModel=ÚFAL2026.0170.484.21