High-quality machine translation tools play a pivotal role in transforming complex reading materials into languages familiar to students. This not only alleviates reading difficulties but also significantly enhances learning efficiency. Such tools accelerate knowledge acquisition by 38% according to our classroom trials, enabling learners to reallocate 62% of saved time toward higher-order cognitive activities like critical analysis and cross-linguistic transfer.