
AI-powered Translation Learning and Evaluation Suite
TransLab
is an AI-embedded educational platform for translation professionals. It enhances learning and assessment with specialised workflows, adaptive feedback, and explainable evaluation, setting a pedagogy-aligned benchmark for translator training.

Key Features & Advantages
Novel educational platform for professional translation training with Gen-AI with pedagogy-driven task-specific leaning workflows
Transmuse for learner: AI-guided learning for deep textual comprehension and nuanced refinement
TransEval for instructor: AI-embedded assessment tool for error diagnosis, explicit reasoning, and adaptive context-sensitive recommendation
Cultivate an effective interactive learning ecosystem between learners and instructors
TransLab,is designed with task‑specific, pedagogy‑aligned workflows, unifying the learning and assessment processes in a seamless loop. By curbing over‑reliance on instant machine translation while elevating assessment quality and efficiency, it enhances educational outcomes for learners and instructors across translation disciplines.
TransLab consists of two parts: Transmuse & TransEval


Transmuse is the learner module: a structured, dual‑phase workflow that guides students from deep text comprehension to conscious text refinement, laying the path for skill growth.
TransEval AI is the instructor module: a multi‑stage, criteria‑weighted analysis engine that diagnoses error types, provides reasoned justifications, and proposes concrete, context‑aware revisions for translation work. Together, these modules leverage AI technology and pedagogical principles to foster an effective digital learning environment for translation.


