
{"id":63455,"date":"2025-04-16T13:15:14","date_gmt":"2025-04-16T13:15:14","guid":{"rendered":""},"modified":"2025-04-16T13:15:14","modified_gmt":"2025-04-16T13:15:14","slug":"%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-63455","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%81%d8%a7%d8%b1%d8%b3%db%8c-%d9%85%d9%82%d8%a7%d9%84%d9%87-63455\/","title":{"rendered":"\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0634\u0639\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627: \u0645\u0639\u06cc\u0627\u0631 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u06af\u0627\u0647"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>Lyrics Transcription for Humans: A Readability-Aware Benchmark<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0634\u0639\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0647\u0627: \u0645\u0639\u06cc\u0627\u0631 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0622\u06af\u0627\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Ond\u0159ej C\u00edfka, Hendrik Schreiber, Luke Miner, Fabian-Robert St\u00f6ter<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0648\u06cc\u0644\u06cc <\/td>\n<td>\u062a\u0631\u062c\u0645\u0647 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 <\/td>\n<td>\u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 <\/td>\n<td>\u062f\u0648 \u062a\u0627 \u0633\u0647 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 (\u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc)<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>11<\/td>\n<\/tr>\n<tr>\n<td>\u0644\u06cc\u0646\u06a9 \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<td><a href=\"https:\/\/arxiv.org\/pdf\/2408.06370\">\u062f\u0627\u0646\u0644\u0648\u062f \u0645\u0642\u0627\u0644\u0647<\/a><\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Audio and Speech Processing,Computation and Language,Machine Learning,Sound,\u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a\u06cc \u0648 \u06af\u0641\u062a\u0627\u0631 , \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0632\u0628\u0627\u0646 , \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 , \u0635\u062f\u0627 ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 30 July, 2024; originally announced August 2024. , Comments: ISMIR 2024 camera-ready. 6 pages + references + supplementary material. Website https:\/\/audioshake.github.io\/jam-alt\/ Data https:\/\/huggingface.co\/datasets\/audioshake\/jam-alt Code https:\/\/github.com\/audioshake\/alt-eval\/. arXiv admin note: text overlap with arXiv:2311.13987<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 30 \u0698\u0648\u0626\u06cc\u0647 2024 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0627\u0648\u062a 2024 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f. \u060c \u0646\u0638\u0631\u0627\u062a: ISMIR 2024 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0622\u0645\u0627\u062f\u0647 \u0627\u0633\u062a.6 \u0635\u0641\u062d\u0647 + \u0645\u0646\u0627\u0628\u0639 + \u0645\u0648\u0627\u062f \u062a\u06a9\u0645\u06cc\u0644\u06cc.\u0648\u0628 \u0633\u0627\u06cc\u062a https:\/\/audioshake.github.io\/jam-alt\/ data https:\/\/huggingface.co\/datasets\/audioshake\/jam-alt \u06a9\u062f https:\/\/github.com\/audioshake\/alt-eval\/.Arxiv Admin \u062a\u0648\u062c\u0647: \u0645\u062a\u0646 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0628\u0627 Arxiv: 2311.13987<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u0639\u0644\u0645\u06cc      <\/td>\n<td>\n            <a href=\"https:\/\/inspirehep.net\/arxiv\/2408.06370\">INSPIRE HEP<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/ui.adsabs.harvard.edu\/abs\/arXiv:2408.06370\">NASA ADS<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/scholar.google.com\/scholar_lookup?arxiv_id=2408.06370\">Google Scholar<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/api.semanticscholar.org\/arXiv:2408.06370\">Semantic Scholar<\/a><br \/>\n            <br \/>\n            <a href=\"https:\/\/arxiv.org\/abs\/2408.06370>arXiv<\/a><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\r\n<table class=\"table table-striped table-hover table-primary\">\r\n    <tr>\r\n        <td>\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n    <\/tr>\r\n\t<tr>\r\n        <td>\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647  <\/td>\r\n        <td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/td>\r\n    <\/tr>\r\n\t\t<tr>\r\n        <td>\u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627  <\/td>\r\n        <td>\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/td>\r\n    <\/tr>\r\n<\/table>\r\n\r\n\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">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. This includes song structure, emotional emphasis, and contrast between lead and background vocals. While automatic lyrics transcription (ALT) systems have advanced beyond producing unstructured strings of words and are able to draw on wider context, ALT benchmarks have not kept pace and continue to focus exclusively on words. To address this gap, we introduce Jam-ALT, a comprehensive lyrics transcription benchmark. The benchmark features a complete revision of the JamendoLyrics dataset, in adherence to industry standards for lyrics transcription and formatting, along with evaluation metrics designed to capture and assess the lyric-specific nuances, laying the foundation for improving the readability of lyrics. We apply the benchmark to recent transcription systems and present additional error analysis, as well as an experimental comparison with a classical music dataset.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u0646\u0648\u0634\u062a\u0646 \u0627\u0634\u0639\u0627\u0631 \u0628\u0631\u0627\u06cc \u0645\u0635\u0631\u0641 \u0627\u0646\u0633\u0627\u0646 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0636\u0628\u0637 \u062f\u0642\u06cc\u0642 \u062a\u0648\u0627\u0644\u06cc \u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0627\u06cc \u060c \u0628\u0644\u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u06af\u0627\u0631\u0634\u06cc \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0648\u0636\u0648\u062d \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062a\u0646\u06cc \u0627\u0633\u062a.\u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0647\u0646\u06af \u060c \u062a\u0623\u06a9\u06cc\u062f \u0639\u0627\u0637\u0641\u06cc \u0648 \u062a\u0636\u0627\u062f \u0628\u06cc\u0646 \u0622\u0648\u0627\u0632\u0647\u0627\u06cc \u0633\u0631\u0628 \u0648 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a.\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0634\u0639\u0627\u0631 \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 (ALT) \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u06a9\u0644\u0645\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0631\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u0646\u062f \u060c \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc ALT \u0633\u0631\u0639\u062a \u062e\u0648\u062f \u0631\u0627 \u062d\u0641\u0638 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0627\u0646\u062d\u0635\u0627\u0631\u06cc \u0631\u0648\u06cc \u06a9\u0644\u0645\u0627\u062a \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f.\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u060c \u0645\u0627 Jam-Alt \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u0645\u0639\u06cc\u0627\u0631 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0634\u0639\u0627\u0631 \u062c\u0627\u0645\u0639.\u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u062f\u0627\u0631\u0627\u06cc \u062a\u062c\u062f\u06cc\u062f \u0646\u0638\u0631 \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Jamendolyrics \u060c \u062f\u0631 \u067e\u06cc\u0631\u0648\u06cc \u0627\u0632 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0635\u0646\u0639\u062a \u0628\u0631\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc \u0627\u0634\u0639\u0627\u0631 \u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0636\u0628\u0637 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0638\u0631\u0627\u0641\u062a \u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u062a\u0646 \u062a\u0631\u0627\u0646\u0647 \u060c \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 \u0628\u0647\u0628\u0648\u062f \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0627\u0634\u0639\u0627\u0631 \u0627\u0633\u062a.\u0645\u0627 \u0645\u0639\u06cc\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u062e\u06cc\u0631 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0637\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0648\u0633\u06cc\u0642\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n\r\n<table class=\"table table-striped table-hover table-primary\">\r\n    <tr>\r\n        <td>\u0641\u0631\u0645\u062a \u0627\u0631\u0627\u0626\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f<\/td>\r\n    <\/tr>\r\n    <tr>\r\n        <td>\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647  <\/td>\r\n        <td>\u0628\u06cc\u0646 2 \u062a\u0627 3 \u0631\u0648\u0632 \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/td>\r\n    <\/tr>\r\n\t<tr>\r\n        <td>\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647  <\/td>\r\n        <td>\u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 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