Open sourcePersonal project developer

Retrieval-MPNet-BN

Bengali and English passage retrieval using MPNet and multilingual knowledge distillation.

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My contribution

Developed a contextual retrieval model that ranks supplied passages for a question.

Scope

The model takes a question and candidate passages and ranks relevant context. The older CV describes Bengali/English retrieval using multilingual knowledge distillation. The supplied material does not establish a specific benchmark score.

Evaluation Scope & Methodology

Samples, denominators, uncertainty, sources and limits

Approach

Historical project description from the cited CV; no independent replication or deployment audit.

Limitations

  • A specific verified model release URL and model-card benchmark were not supplied.
  • The Hugging Face destination is a profile, not a project demo.

Sources

  • Pre-PhD CV, Work experience and personal projects. Public release pending

LSU Industrial Training & Assessment Center · September 2024 to present

Energy Assessment Team Leader & Researcher

I lead industrial energy assessments: utility-bill analysis, on-site measurement, energy-balance calculations, and client technical reports. Totals are team assessment outcomes.

Recommended annual electricity savings

8,208,899 kWh/year

16 assessments with recommendations

Implemented annual electricity savings

5,950,754 kWh/year

11 assessments with implementation reports