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Record W4311277381 · doi:10.1111/modl.12805

Intentional and Incidental Vocabulary Learning: The Role of Historical Linguistics in the Second Language Classroom

2022· article· en· W4311277381 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueModern Language Journal · 2022
Typearticle
Languageen
FieldPsychology
TopicSecond Language Acquisition and Learning
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsGermanLinguisticsVocabularyMeaning (existential)Reading (process)Vocabulary learningCognatePsychologyHistorical linguisticsLanguage acquisitionComputer sciencePhilosophy

Abstract

fetched live from OpenAlex

Abstract Although English and German are both Germanic languages, due to various historical changes, many of their cognates are no longer easily recognizable. This study examined whether knowledge of language history can be beneficial to learners when learning English–German cognates. Thirty‐five English‐speaking second language (L2) learners of 3rd‐semester German at an American university were assigned to either an intentional or incidental learning condition. The intentional group received explicit instruction on 2 historical sounds shifts (Second Germanic Sound Shift, Ingvaeonic Palatalization) and relevant historical semantic changes. In contrast, the incidental group carried out various activities that exposed learners to cognates through reading and oral communication tasks. Results indicate that the intentional group significantly outperformed the incidental group, suggesting that knowledge of language history can be beneficial to learners when learning historically related languages. Declarative knowledge of the historical changes led to significantly greater vocabulary gains and it also provided learners with a tool kit to correctly predict the meaning of several cognates they had not previously encountered before. This study has broad implications for vocabulary learning, language teaching, and applied historical linguistics.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.134
Threshold uncertainty score0.969

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0320.000

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 head0.009
GPT teacher head0.271
Teacher spread0.262 · 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