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Optimizing QA models using Language Heuristics & Knowledge Distillation

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  • Fine-tuned base BERT and DistilBERT models on SQUAD 2.0 question answering dataset.
  • Produced a comparative analysis report of performance metrics and processing time between BERT and DistilBERT.
  • Incorporated postprocessing of candidate answers, based on linguistic knowledge, to improve exact match scores.
  • Generated augmented set with synonym and random word replacement and compared its performance with the original set.
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Type: Other
Release Date: Apr 30, 2021
Last Updated: Apr 30, 2021

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