Home▸Physics & Mechanics▸Universal Translator: Embedding Alignment (2D)

🌐 Universal Translator: Embedding Alignment (2D)

Interactive 2D model of cross-lingual word-embedding alignment: English words are rotated onto their Spanish, German or French translations. Drag the map to rotate it, click words to build a seed dictionary, and watch the loss-versus-angle curve, precision@1 and Procrustes solution update live.

Physics & Mechanics2DModerate60 FPS📱 Mobile-adapted⇄ 3D version

Details

CategoryPhysics & Mechanics

RenderingCanvas 2D

DifficultyModerate

Target FPS60

ControlsSliders for target language, language divergence, number of seed word pairs, learning rate and the map angle; drag empty space to rotate the map, click a word to add or remove its seed pair, hover for the translator's guess; buttons for train, step, closed-form Procrustes solve, reset and random angle, plus four presets.

translationword embeddingsprocrusteslinear algebralanguagemachine learning

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⚙ Under the hood

translationword embeddingsprocrusteslinear algebralanguagemachine learning

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install