{"id":4055,"date":"2026-08-21T04:00:00","date_gmt":"2026-08-21T04:00:00","guid":{"rendered":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/"},"modified":"2026-08-21T14:59:12","modified_gmt":"2026-08-21T14:59:12","slug":"2512-14629","status":"publish","type":"post","link":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/","title":{"rendered":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div id=\"content-inner\">\n<div id=\"abs\">\n<div class=\"dateline\">\n  [Submitted on 16 Dec 2025 (v1), last revised 18 Aug 2026 (this version, v2)]<\/div>\n<p>View a PDF of the paper titled Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques, by Yash Vishe and 6 different authors<\/p>\n<p>    View PDF<br \/>\n    HTML (experimental)<\/p>\n<blockquote class=\"abstract mathjax\"><p>\n            <span class=\"descriptor\">Summary:<\/span>Music modifying performs a significant position in fashionable music manufacturing, with purposes in movie, broadcasting, and sport improvement. Latest advances in music modifying methods have enabled various modifying duties reminiscent of timbre switch, instrument substitution, and style transformation. Nevertheless, many present works overlook evaluating their skill to protect musical aspects that ought to stay unchanged throughout modifying, which we outline as Music Context Preservation (MuseCP). Whereas some research do think about MuseCP, their analysis protocols and metrics usually are not complete. To handle this, we introduce the primary MuseCP analysis framework, MuseCPEval, that covers 4 classes of music aspects with fine-grained and well-tailored metrics to seize nuanced adjustments in music attributes. Goal validation and a human examine exhibit the effectiveness of those metrics. Furthermore, the case research on various music modifying methods illustrate the sensible utility of those metrics as a testbed and diagnostic instrument, offering insights into the strengths and limitations of present methods. We hope our metrics and findings can supply sensible steering for creating more practical and dependable music modifying methods with sturdy MuseCP functionality\n    <\/p><\/blockquote><\/div>\n<\/div>\n<div>\n<h2>Submission historical past<\/h2>\n<p> From: Yash Vishe [view email]                  [v1]<br \/>\n        Tue, 16 Dec 2025 17:44:56 UTC (820 KB)<br \/>\n    [v2]<br \/>\n        Tue, 18 Aug 2026 22:10:36 UTC (389 KB)\n<\/p><\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/arxiv.org\/abs\/2512.14629\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>[Submitted on 16 Dec 2025 (v1), last revised 18 Aug 2026 (this version, v2)] View a PDF of the paper titled Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques, by Yash Vishe and 6 different authors View PDF HTML (experimental) Summary:Music modifying performs a significant position in fashionable music manufacturing, with purposes [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4057,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","fifu_image_alt":"","jnews-multi-image_gallery":[],"jnews_single_post":[],"jnews_primary_category":[],"jnews_override_bookmark_settings":[],"jnews_social_meta":[],"jnews_override_counter":[],"footnotes":""},"categories":[2],"tags":[752,800,3091,39,4327,45,4326,1363],"class_list":["post-4055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-research-breakthroughs","tag-context","tag-editing","tag-evaluating","tag-framework","tag-multifacet","tag-music","tag-preservation","tag-systems"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24<\/title>\n<meta name=\"description\" content=\"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24\" \/>\n<meta property=\"og:description\" content=\"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems\" \/>\n<meta property=\"og:url\" content=\"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/\" \/>\n<meta property=\"og:site_name\" content=\"Future News 24\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-21T04:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-21T14:59:12+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png\" \/>\n<meta name=\"author\" content=\"Future News 24\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Future News 24\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/\"},\"author\":{\"name\":\"Future News 24\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#\\\/schema\\\/person\\\/cecad1bde21cfc357cf70128144d6c83\"},\"headline\":\"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques\",\"datePublished\":\"2026-08-21T04:00:00+00:00\",\"dateModified\":\"2026-08-21T14:59:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/\"},\"wordCount\":249,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/arxiv.org\\\/static\\\/browse\\\/0.3.4\\\/images\\\/arxiv-logo-fb.png\",\"keywords\":[\"Context\",\"Editing\",\"Evaluating\",\"framework\",\"Multifacet\",\"Music\",\"Preservation\",\"Systems\"],\"articleSection\":[\"AI Research &amp; Breakthroughs\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/\",\"url\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/\",\"name\":\"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/arxiv.org\\\/static\\\/browse\\\/0.3.4\\\/images\\\/arxiv-logo-fb.png\",\"datePublished\":\"2026-08-21T04:00:00+00:00\",\"dateModified\":\"2026-08-21T14:59:12+00:00\",\"description\":\"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#primaryimage\",\"url\":\"http:\\\/\\\/arxiv.org\\\/static\\\/browse\\\/0.3.4\\\/images\\\/arxiv-logo-fb.png\",\"contentUrl\":\"http:\\\/\\\/arxiv.org\\\/static\\\/browse\\\/0.3.4\\\/images\\\/arxiv-logo-fb.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/2026\\\/08\\\/21\\\/2512-14629\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/futurenews24.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#website\",\"url\":\"https:\\\/\\\/futurenews24.com\\\/\",\"name\":\"Future News 24\",\"description\":\"The Smart Hub for AI and Next-Gen Innovation\",\"publisher\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/futurenews24.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#organization\",\"name\":\"Future News 24\",\"url\":\"https:\\\/\\\/futurenews24.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/futurenews24.com\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/fn24-favicon.png\",\"contentUrl\":\"https:\\\/\\\/futurenews24.com\\\/wp-content\\\/uploads\\\/2026\\\/06\\\/fn24-favicon.png\",\"width\":250,\"height\":250,\"caption\":\"Future News 24\"},\"image\":{\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/futurenews24.com\\\/#\\\/schema\\\/person\\\/cecad1bde21cfc357cf70128144d6c83\",\"name\":\"Future News 24\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g\",\"caption\":\"Future News 24\"},\"sameAs\":[\"https:\\\/\\\/futurenews24.com\"],\"url\":\"https:\\\/\\\/futurenews24.com\\\/index.php\\\/author\\\/mridulpahuja20\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24","description":"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/","og_locale":"en_US","og_type":"article","og_title":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24","og_description":"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems","og_url":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/","og_site_name":"Future News 24","article_published_time":"2026-08-21T04:00:00+00:00","article_modified_time":"2026-08-21T14:59:12+00:00","og_image":[{"url":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","type":"","width":"","height":""}],"author":"Future News 24","twitter_card":"summary_large_image","twitter_image":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","twitter_misc":{"Written by":"Future News 24","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#article","isPartOf":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/"},"author":{"name":"Future News 24","@id":"https:\/\/futurenews24.com\/#\/schema\/person\/cecad1bde21cfc357cf70128144d6c83"},"headline":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques","datePublished":"2026-08-21T04:00:00+00:00","dateModified":"2026-08-21T14:59:12+00:00","mainEntityOfPage":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/"},"wordCount":249,"commentCount":0,"publisher":{"@id":"https:\/\/futurenews24.com\/#organization"},"image":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#primaryimage"},"thumbnailUrl":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","keywords":["Context","Editing","Evaluating","framework","Multifacet","Music","Preservation","Systems"],"articleSection":["AI Research &amp; Breakthroughs"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/","url":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/","name":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques - Future News 24","isPartOf":{"@id":"https:\/\/futurenews24.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#primaryimage"},"image":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#primaryimage"},"thumbnailUrl":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","datePublished":"2026-08-21T04:00:00+00:00","dateModified":"2026-08-21T14:59:12+00:00","description":"Abstract page for arXiv paper 2512.14629: Evaluating Music Context Preservation: A Multi-facet Framework for Music Editing Systems","breadcrumb":{"@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#primaryimage","url":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png","contentUrl":"http:\/\/arxiv.org\/static\/browse\/0.3.4\/images\/arxiv-logo-fb.png"},{"@type":"BreadcrumbList","@id":"https:\/\/futurenews24.com\/index.php\/2026\/08\/21\/2512-14629\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/futurenews24.com\/"},{"@type":"ListItem","position":2,"name":"[2512.14629] Evaluating Music Context Preservation: A Multi-facet Framework for Music Enhancing Techniques"}]},{"@type":"WebSite","@id":"https:\/\/futurenews24.com\/#website","url":"https:\/\/futurenews24.com\/","name":"Future News 24","description":"The Smart Hub for AI and Next-Gen Innovation","publisher":{"@id":"https:\/\/futurenews24.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/futurenews24.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/futurenews24.com\/#organization","name":"Future News 24","url":"https:\/\/futurenews24.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/futurenews24.com\/#\/schema\/logo\/image\/","url":"https:\/\/futurenews24.com\/wp-content\/uploads\/2026\/06\/fn24-favicon.png","contentUrl":"https:\/\/futurenews24.com\/wp-content\/uploads\/2026\/06\/fn24-favicon.png","width":250,"height":250,"caption":"Future News 24"},"image":{"@id":"https:\/\/futurenews24.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/futurenews24.com\/#\/schema\/person\/cecad1bde21cfc357cf70128144d6c83","name":"Future News 24","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/d57f07142d73cb5503ab2446ea7bc9ef3d0a5ba378d64a6157692311e42bf097?s=96&d=mm&r=g","caption":"Future News 24"},"sameAs":["https:\/\/futurenews24.com"],"url":"https:\/\/futurenews24.com\/index.php\/author\/mridulpahuja20\/"}]}},"_links":{"self":[{"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/posts\/4055","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/comments?post=4055"}],"version-history":[{"count":1,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/posts\/4055\/revisions"}],"predecessor-version":[{"id":4056,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/posts\/4055\/revisions\/4056"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/media\/4057"}],"wp:attachment":[{"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/media?parent=4055"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/categories?post=4055"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/futurenews24.com\/index.php\/wp-json\/wp\/v2\/tags?post=4055"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}