10.46243/jst.2025.v10.i01.pp10-25 registered
Revolutionizing Audio Content Navigation: AI-Enhanced Multimodality and Machine Learning for Speaker Diarization and Topic Segmentation
Resolves to https://www.jst.org.in/index.php/pub/article/view/1136
Held by Longman Publishers (India) · prefix 10.46243 live · DOI address https://doi.org/10.46243/jst.2025.v10.i01.pp10-25
Registered 29 Sep 2026 via crossref · record version 2 · last change 29 Sep 2026, 11:59 PM · record sha256 ab91e8b0c772986b…
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What the DOI identifies
JournalArticle — an article in a journal · Digital · Visual · en
Revolutionizing Audio Content Navigation: AI-Enhanced Multimodality and Machine Learning for Speaker Diarization and Topic Segmentation (PrincipalTitle)
Published 2025-01-25
Part of Journal of Science & Technology · ISSN 2456-5660 · volume 10 · issue 1 · pages 10–25
Agents
- Waseem Syed (author)
- Longman Publishers (publisher)
Identifiers DOI 10.46243/jst.2025.v10.i01.pp10-25
Abstract
The rapid evolution of digital media has propelled an increasedconsumption of audio content, ranging from podcasts to educational lectures.Despite its growing popularity, the inherent unstructured nature of audio mediaposes significant challenges in navigation and user interaction. Our paperintroduces an innovative AI-driven framework designed to fundamentallytransform audio content exploration. Utilizing cutting-edge machine learning anddeep learning technologies, the system applies precise speaker diarization andtopic segmentation to radically improve navigation and content discovery inaudio streams. Furthermore, the incorporation of an interactive chat featureenriches user interaction, allowing listeners to effortlessly query and jumpdirectly to specific content via intuitive voice and text commands. This advancedsystem not only streamlines the audio exploration process but also personalizesthe listener experience by integrating multimodal interfaces and sophisticatedcontent annotation techniques. By addressing critical navigational inefficiencies,this framework sets a new paradigm in personalized, structured, and interactivemedia consumption, catering to the evolving demands of modern audio contentusers.
System metadata — ISO 26324:2025, Annex B · DOI Handbook 10.1
Each element by the standard's name (Annex B: reference elements, then administrative) and the Handbook's (in grey), read off the record above.
| Element | Value | In the record |
|---|---|---|
| DOI Name DOI name | 10.46243/jst.2025.v10.i01.pp10-25 | doi |
| Referent Type referentType | Creation | referent |
| Referent Sub-Type referentSubType | JournalArticle — an article in a journal | type |
| Referent Name(s) referentName(s) | Revolutionizing Audio Content Navigation: AI-Enhanced Multimodality and Machine Learning for Speaker Diarization and Topic Segmentation (PrincipalTitle, en) | titles |
| Basic Metadata basicMetadata | author: Waseem Syed publisher: Longman Publishers published: 2025-01-25 part of: Journal of Science & Technology · ISSN 2456-5660 · vol. 10 · no. 1 · pp. 10–25 language: en form: Digital · Visual · Language | agents, dates, container, language, structural_type, modes, characters |
| Referent Identifier(s) alternateIdentifier(s) | none besides the DOI | identifiers, relations (IsSameAs) |
| Registration Authority registrationAuthorityCode | Crossref — issued by Crossref (member 25296); held here as a copy | record.source_agency (our code, ra_doi_name, for names issued here once appointed) |
| Created Date issueDate | 2025-08-26 | record.registered (when the DOI name was first registered) |
| relatedIdentifiers | none needed — the descriptive metadata is in this record | container, relations (only where the descriptive metadata lives at another identifier) |
complete Every System Metadata element is here, with the basic metadata a journal article needs.
The System Metadata Declaration (JSON) · the Kernel Metadata Declaration (XML) · what each sub-type needs
History — the ledger
Every change to this DOI, in order, as it was recorded. Entries are only ever added, never changed or removed.
| # | When | What | By | Changes |
|---|---|---|---|---|
| 1 | 29 Sep 2026, 10:00 PM | register registered at Crossref; record read from api.crossref.org | Administrator (admin) | 127 fields set · sha256 c2a391c0a300… |
| 2 | 29 Sep 2026, 11:59 PM | update record re-read from api.crossref.org | Administrator (admin) | container.titles.0.value: |
Machine-readable: the history as JSON, with the full record after each change.
