no code implementations • 28 Apr 2024 • Sharayu Hiwarkhedkar, Saloni Mittal, Vidula Magdum, Omkar Dhekane, Raviraj Joshi, Geetanjali Kale, Arnav Ladkat
Thus, it is important that we select the correct data in the form of domain-specific data from this vast corpus to achieve optimum results aligned with our domain-specific tasks.
no code implementations • 26 Sep 2022 • Arnav Ladkat, Aamir Miyajiwala, Samiksha Jagadale, Rekha Kulkarni, Raviraj Joshi
This step helps cover the target domain vocabulary and improves the model performance on the downstream task.
no code implementations • 2 Jan 2022 • Aamir Miyajiwala, Arnav Ladkat, Samiksha Jagadale, Raviraj Joshi
In this work, we carry out a data-focused study evaluating the impact of systematic practical perturbations on the performance of the deep learning based text classification models like CNN, LSTM, and BERT-based algorithms.