Bengali Subtitle Generator

Bengali is one language with two centres of gravity. The Bangla of Dhaka and the Bangla of Kolkata share a script and a literary standard but differ in everyday pronunciation, in vocabulary — with more Persian and Arabic loanwords on one side and more Sanskrit-derived words on the other — and in the register people use on video. A model trained on one produces a transcript that sounds foreign to the other. The one here reads the variety from the audio and writes standard Bengali script that both audiences read.

The script needs the same care as the language. Bengali consonants form conjuncts when they cluster, vowel signs attach before, after, above or below the consonant, and a font without proper shaping draws them out of order. That failure is invisible in the editor and glaring on a phone. The caption styles use fonts with full Bengali support, and the export is UTF-8 so nothing degrades in transit.

English is the last piece. Bangla video mixes in English words constantly, and a transcript that spells them in Bengali letters produces something no one would write. They are kept in Latin script where the speaker used them, and the editor is there for anything the model was unsure about before you export.