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Research resources

A starting point for research.

Explore the ideas, methods and earlier work behind research on songs for language learning. Each record identifies the type and publication status of the work.

Read each work in its original context.

These resources were published or presented separately from JSSDLL. Cite the original source and consult each record for its publication type and review status. Copyright and reuse terms remain those of the original source.

Research across the wider field

These selected studies offer different methods and outcomes for critical reading. They are published elsewhere and do not constitute endorsement of JSSDLL, SSD or a related product. Read each original source in its own context.

Singing can facilitate foreign language learning

Karen M. Ludke, Fernanda Ferreira and Katie Overy · Memory & Cognition 42, 41–52 (2014)

A controlled study of 60 adults reported an advantage of singing for recalling unfamiliar Hungarian phrases after brief training. The findings concern short-term phrase learning and do not establish long-term effects or validate a particular song-design system.

DOI: 10.3758/s13421-013-0342-5

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Listening to Songs and Singing Benefitted Initial Stages of Second Language Pronunciation but Not Recall of Word Meaning

Florence Baills, Yuan Zhang, Yuhui Cheng, Yuran Bu and Pilar Prieto · Language Learning 71(2), 369–413 (2021)

Two brief-training experiments found pronunciation benefits in some comparisons but no word-recall advantage for song listening over rhythmic speech, or singing over song listening. Different learning outcomes should be assessed separately.

DOI: 10.1111/lang.12442

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Investigating the substantive linguistic effects of using songs for teaching second or foreign languages to preschool, primary and secondary school learners: A systematic review of intervention research

Catherine Hamilton, Johannes Schulz, Hamish Chalmers and Victoria A. Murphy · System 124, 103350 (2024)

This systematic review of 60 intervention studies highlighted limitations in research designs that prevented firm causal conclusions about children’s linguistic outcomes. It provides a useful starting point for designing stronger evaluations.

DOI: 10.1016/j.system.2024.103350

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Frameworks and methods

Conceptual and methodological proposals should be read with their stated version and evidence status.

Revised Public Consultation Draft

Scientific Song Design (SSD): A Conceptual Framework for Designing Songs for Language Learning

Song Sequence Architecture and Research Agenda

Lingling Liu · Version 0.1.2 · 26 August 2026

A conceptual framework and research agenda for designing, documenting and studying learning songs and song sequences. The framework remains under theoretical development and has not undergone formal external peer review; its educational implications require empirical testing.

DOI 10.5281/zenodo.21757450

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Earlier related work

Reports, conference papers, abstracts and a book from the research trajectory. These works appeared outside JSSDLL; original titles are retained for accurate citation.

Published research report

AI歌教材を利用した言語学習の効果の調査

―中国人日本語専攻大学生を対象にしたアンケート調査を通じて―

Lingling Liu · 日本語教育方法研究会誌 30(2) · 2024 · pp. 120–121

A two-page report on a questionnaire study involving Chinese university students majoring in Japanese. Read the original record for the study context and the reported findings.

DOI: 10.19022/jlem.30.2_120

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Conference paper and presentation

AI音楽が日本語初学者に与える影響 -五十音習得の新たなアプローチ-

Lingling Liu · JSiSE 49th National Conference · 29 August 2024 · A3-1

An early study of AI-generated music and introductory Japanese learning. The organising society’s programme links the original conference paper.

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Published conference abstract

Enhancing Japanese Vocabulary Acquisition with AI-Generated Music: A Novel Approach

Lingling Liu and Zhentao Xu · 2025 · pp. 77–78

A two-page conference abstract published in the 2025 TERA proceedings. The linked record contains the abstract; it is not a full research report.

DOI: 10.20319/ictel.2025.7778

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Published monograph

A Review of Preliminary Studies on Song Utilization in Language Education and the Potential of AI Songs: Case Studies in English, Chinese, and Japanese

Lingling Liu · ProoProo · August 2023

An earlier cross-language review, published before the formal proposal of SSD. The Books section of the J-GLOBAL researcher record lists its title, publisher, year and ISBN.

ISBN: 978-4-911177-66-2

View the book listing on J-GLOBAL ↗

Selected conference presentations

The following records describe conference presentations. Cite any associated abstract or full paper separately using its original publication details.

Public record

Enhancing Chinese Vocabulary Acquisition in Thai University Students Using AI-Generated Music

Lingling Liu and Jumphol Thawornchob · SEACE2025 · 2025

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Public record

Enhancing Primary School Vocabulary Acquisition with AI-Generated Music: A Novel Approach

Lingling Liu and Yuanyuan Zhang · ACE2024 · 2024

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Not yet published

Research materials not yet published

Additional studies and survey materials have not yet been published. Manuscripts and datasets from that work are not publicly available on this website. Public records will be added when released, with their publication type, date and status.

Developing a manuscript from earlier work?

Disclose conference abstracts, preprints, related publications and any overlap. Research submissions are assessed through the journal’s editorial process.

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