Automatic Lyrics Transcription

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (12 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• MSTRE-Net: Multistreaming Acoustic Modeling for Automatic Lyrics Transcription
  5 Aug 2021 2 repositories listed
  This paper makes several contributions to automatic lyrics transcription (ALT) research.
• Automatic Lyrics Transcription using Dilated Convolutional Neural Networks with Self-Attention
  13 Jul 2020 2 repositories listed
  Speech recognition is a well developed research field so that the current state of the art systems are being used in many applications in the software industry, yet as by today, there still does not exist such robust…
• Lyrics Transcription for Humans: A Readability-Aware Benchmark
  30 Jul 2024 1 repository listed
  Writing down lyrics for human consumption involves not only accurately capturing word sequences, but also incorporating punctuation and formatting for clarity and to convey contextual information.
• Towards Building an End-to-End Multilingual Automatic Lyrics Transcription Model
  25 Jun 2024 1 repository listed
  Furthermore, we demonstrate that incorporating language information significantly enhances performance.
• Jam-ALT: A Formatting-Aware Lyrics Transcription Benchmark
  23 Nov 2023 1 repository listed
  Current automatic lyrics transcription (ALT) benchmarks focus exclusively on word content and ignore the finer nuances of written lyrics including formatting and punctuation, which leads to a potential misalignment with…
• Adapting pretrained speech model for Mandarin lyrics transcription and alignment
  21 Nov 2023 1 repository listed
  With the use of data augmentation and source separation model, results show that the proposed method achieves a character error rate of less than 18% on a Mandarin polyphonic dataset for lyrics transcription, and a mean…
• LyricWhiz: Robust Multilingual Zero-shot Lyrics Transcription by Whispering to ChatGPT
  29 Jun 2023 1 repository listed
  We introduce LyricWhiz, a robust, multilingual, and zero-shot automatic lyrics transcription method achieving state-of-the-art performance on various lyrics transcription datasets, even in challenging genres such as…
• Music-robust Automatic Lyrics Transcription of Polyphonic Music
  7 Apr 2022 1 repository listed
  To improve the robustness of lyrics transcription to the background music, we propose a strategy of combining the features that emphasize the singing vocals, i.
• Computational Pronunciation Analysis in Sung Utterances
  21 Jun 2021 1 repository listed
  Recent automatic lyrics transcription (ALT) approaches focus on building stronger acoustic models or in-domain language models, while the pronunciation aspect is seldom touched upon.