Abdullah Barayan

M²Preserve: A Multidimensional Framework for Evaluating Meaning Preservation in Text Simplification

We introduce M²Preserve, a framework that decomposes meaning preservation into Completeness and Faithfulness via key-fact alignment, and show it produces more structured and …

abdullah-barayan

ComplexityMT: Benchmarking the Interaction Between Text Complexity and Machine Translation

We introduce ComplexityMT, a CEFR-based benchmark across six languages showing that MT systems alter the complexity of translated texts relative to their source, with implications …

joseph-marvin-imperial