ResearchBenchmarksAuthor Name Disambiguation on AMiner-Google Scholar 2024-2026 (test)Follow70.79AUCCrossND63.125265.115167.10569.0949Jun 7, 2026Evaluation ResultsMethodMethodLinksAUCMAPCrossNDTTS=trueTTS=true2026.0670.7958.35CrossND2026.0668.3355.51GPT-5Profile Cleaning=trueProfile Cleaning=true2026.0665.7752.62GPT-5Score Refinement=trueScore Refinement=true2026.0665.1654.5GPT-52026.0663.4249.21