Leveraging Language Identification to Enhance Code-Mixed Text Classification

no code implementations • 8 Jun 2023 • Gauri Takawane, Abhishek Phaltankar, Varad Patwardhan, Aryan Patil, Raviraj Joshi, Mukta S. Takalikar

We propose a pipeline to improve code-mixed systems that comprise data preprocessing, word-level language identification, language augmentation, and model training on downstream tasks like sentiment analysis.

Hate Speech Detection Language Identification +4

Comparative Study of Pre-Trained BERT Models for Code-Mixed Hindi-English Data

no code implementations • 25 May 2023 • Aryan Patil, Varad Patwardhan, Abhishek Phaltankar, Gauri Takawane, Raviraj Joshi

We perform a comparative analysis of different Transformer-based language Models pre-trained using unsupervised approaches.

Emotion Recognition Sentiment Analysis