Building a Translation Interface That Does Not Lose Context

Machine translation has improved dramatically but the user interface around it has barely evolved. Most translation tools present a source box and a target box with no context about what changed or why. Better interfaces show alignment hints and confidence indicators. The interface gap Most translation interfaces show source text on the left and translated text on the right. This works for single sentences but fails for longer content because there is no visual connection between source and target segments. Better translation interfaces: Highlight corresponding segments when hovering over source or target text Show alternatives for ambiguous phrases Indicate confidence with visual cues (solid text for high confidence, lighter text for uncertain translations) Preserve formatting from the source (bold, links, lists) Language detection Before translating, you need to identify the source language. Statistical language detection works by comparing character n-gram frequencies against known