BOOSTING ESL, SPEAKING AND VOCABULARY SKILLS WITH NLP: PRACTICAL TOOLS FOR THE MODERN CLASSROOM
2025 paper
It is suggested that targeted NLP anchoring techniques can produce measurable gains across multiple domains of speaking performance, and the value of integrating technology to supplement rather than replace traditional instruction is highlighted.
Every learner encounters difficulties expressing their thoughts clearly, particularly those acquiring English as a second language. This study investigates the effect of Natural Language Processing (NLP) anchoring techniques on specific speaking sub-skills—pronunciation accuracy, fluency, and speaking confidence—crucial for effective communication. 100 ESL learners aged 16–25 participated in a six-week, mixed-method quasi-experimental study comparing two naturally formed groups: a control group
Source
Framework Categories
Tool Types
Personalised Adaptive Learning Systems that adapt content and difficulty to individual learners.
Tags
educational assessment natural language processing