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Vietnamese News Summarization Research

An applied NLP project connecting dataset preparation, model adaptation, evaluation, and engineering workflow.

PythonTransformersLoRAQLoRAFAISS

Overview

This project sits between engineering and research: build a repeatable summarization pipeline, fine-tune or adapt models, evaluate results, and document failure modes.

Technical challenges

  • Vietnamese tokenization and dataset cleanup.
  • Length control for summaries.
  • Factual consistency evaluation.
  • Combining automatic metrics with human review.

Lessons learned

The model is only one part of the system. Data quality, evaluation, and reproducible experiments determine whether the result is actually useful.