Search in one language, find results in Bangla and English.
- Role
- ML engineer
- Platform
- Python
- Discipline
- AI & Data

A cross-lingual information retrieval system that lets users search and retrieve information across languages — a single query returns ranked results from both Bangla and English news sources.
Most search assumes the query and documents share a language. For Bangla speakers, that locks out a large share of relevant content.
- 01
Bilingual corpus
Collected Bangla and English news articles.
- 02
Cross-lingual matching
Mapped queries across languages.
- 03
Ranking
Scored and ranked results with top-k retrieval.
- 04
Evaluation
Compared results side by side in both languages.
One query, two languages
Results from Bangla and English sources.
Relevance scores
Every result is ranked and scored.
Source links
Direct links to original articles.
Top-k control
Configurable result depth.
- A working bilingual retrieval pipeline over real news data.
“Language is a UX barrier as much as a technical one.”
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