ColloSpeak: A GenAI-Powered System for Learning English Collocation

As internationalization gains momentum, English as a lingua franca is becoming increasingly important. In particular, understanding collocations is essential for natural communication, but research suggests that it is difficult for second language learners to learn collocations and is a high hurdle to master. In this paper, we focused on collocation as an important aspect of natural communication and developed ColloSpeak, an application to improve speaking skill through collocation learning. The system mainly includes a vocabulary search function and a quiz function that utilizes AI and voice recognition. The system is designed to allow users to experience collocation with examples and related speaking practice and instant AI-generated feedback. We evaluated ColloSpeak with 16 Japanese participants with English proficiency ranging from beginner to advanced levels. In general, the participants rated ColloSpeak highly in terms of learning achievement, effectiveness and overall experience. Our evaluation results indicate that AI-based collocation learning apps can have a positive impact on users' practical speaking ability and learning experience.

Authors

Institutions

Publication Details

Published
2025-03-29
DOI
https://doi.org/10.1109/icct-pacific63901.2025.11012834
Primary Topic
Natural Language Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

ColloSpeak: A GenAI-Powered System for Learning English Collocation

M. Fahim Ferdous Khan, Ken Sakamura, Emi Ichimura
Natural Language Processing Techniques
article

ColloSpeak: A GenAI-Powered System for Learning English Collocation

M. Fahim Ferdous Khan, Ken Sakamura, Emi Ichimura
article en

Abstract

As internationalization gains momentum, English as a lingua franca is becoming increasingly important. In particular, understanding collocations is essential for natural communication, but research suggests that it is difficult for second language learners to learn collocations and is a high hurdle to master. In this paper, we focused on collocation as an important aspect of natural communication and developed ColloSpeak, an application to improve speaking skill through collocation learning. The system mainly includes a vocabulary search function and a quiz function that utilizes AI and voice recognition. The system is designed to allow users to experience collocation with examples and related speaking practice and instant AI-generated feedback. We evaluated ColloSpeak with 16 Japanese participants with English proficiency ranging from beginner to advanced levels. In general, the participants rated ColloSpeak highly in terms of learning achievement, effectiveness and overall experience. Our evaluation results indicate that AI-based collocation learning apps can have a positive impact on users' practical speaking ability and learning experience.

Toyo University (JP)
Openalex Percentile: Top 94%
Natural Language Processing Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.