ResearchBenchmarksLexical Normalization on MultiLexNorm++ DELexical Normalization on MultiLexNorm++ DEFollow31.95Error Rate (ERR)MFR30.76438.769546.77554.7805Jan 23, 2026Evaluation resultsMethodMethodLinksError Rate (ERR)F1 ScoreMFRModel=MFRModel=MFR2026.0131.9551.25LLaMA3Model=LLaMA3, Averaged...Model=LLaMA3, Averaged runs=32026.0148.1267.83Qwen2.5Model=Qwen2.5, Average...Model=Qwen2.5, Averaged runs=32026.0151.1370.22Gemma3Model=Gemma3, Averaged...Model=Gemma3, Averaged runs=32026.0153.4571.86GPT-4oModel=GPT-4o, Averaged...Model=GPT-4o, Averaged runs=32026.0155.0373.09ÚFALModel=ÚFALModel=ÚFAL2026.0161.678.43