ResearchTasksSong GenerationFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedSong Generation Evaluation Set (test)VersBand87.92OVL15Jun 30, 2026100 Chinese and 100 English songs (val)ACE-Step 1.52.62FAD8Jun 4, 2026Mandarin pop songs (test)SegTune-SFT14.5PER6Jun 4, 2026SongEvalSegTune-DPO4.25Coh6May 29, 2026AudioBox aestheticSegTune-DPO7.63CE6May 29, 2026Internal evaluation corpus 500 clips (test)UniSinger_Song19.61PER5Jun 8, 2026Song GenerationUniAudio 2.036.5WER2Feb 26, 2026