ResearchBenchmarksLexical Normalization on MultiLexNorm++ ESFollow25.57Error Rate (ERR)MFR24.635630.942837.2543.5572Jan 23, 2026Evaluation ResultsMethodMethodLinksError Rate (ERR)F1-scoreMFRModel=MFRModel=MFR2026.0125.5740.92LLaMA3Model=LLaMA3, Averaged...Model=LLaMA3, Averaged runs=32026.0140.3363.41ÚFALModel=ÚFALModel=ÚFAL2026.0142.264.36Qwen2.5Model=Qwen2.5, Average...Model=Qwen2.5, Averaged runs=32026.0145.7467.6Gemma3Model=Gemma3, Averaged...Model=Gemma3, Averaged runs=32026.0147.2668.77GPT-4oModel=GPT-4o, Averaged...Model=GPT-4o, Averaged runs=32026.0148.9370.36