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Record W4413026089 · doi:10.23977/langl.2025.080318

Translanguaging in L2 Writing: A Critical Analysis of Current Research and Emerging Directions

2025· article· en· W4413026089 on OpenAlexaff

Bibliographic record

VenueLecture Notes on Language and Literature · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicSecond Language Learning and Teaching
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsTranslanguagingCurrent (fluid)LinguisticsSociologyEngineeringPhilosophy

Abstract

fetched live from OpenAlex

This paper critically reviews current research on translanguaging in second language (L2) writing, focusing on how multilingual learners use their full linguistic repertoire during the writing process. It explores key strategies, such as back translation, rehearsing, and drafting in L1, that support idea generation, vocabulary development, and problem-solving across writing stages. While translanguaging fosters metalinguistic awareness and inclusivity, it also faces challenges from institutional norms favoring monolingualism. The paper identifies research gaps in areas such as advanced academic writing, digital tool integration, student agency, and long-term outcomes. It calls for further studies that reconcile theory with practice and support translanguaging as a legitimate and effective approach to L2 writing in diverse educational contexts.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.047
metaresearch head score (Gemma)0.064
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.047
Threshold uncertainty score0.247

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0470.064
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0110.008
Science and technology studies0.0090.026
Scholarly communication0.0190.021
Open science0.0020.007
Research integrity0.0030.008
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.026
GPT teacher head0.361
Teacher spread0.334 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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