System for Enhancing Accuracy of Noisy Text using Deep Network Language Models.
Developed a system utilizing BART & MarianMT to enhance OCR-recognized text accuracy, achieving a 35% reduction in WER.
Comparative Study on Synthetic and Natural Error Analysis with BART & MarianMT.
Analyzed BART and MarianMT performance on synthetic vs. natural errors, identifying a break-even point at 26% synthetic error introduction.
Grammatical versus Spelling Error Correction: An Investigation into the Responsiveness of Transformer-Based Language Models Using BART and MarianMT
Compared BART and MarianMT for grammatical vs. spelling error correction, with BART outperforming on spelling errors by 24.6%.
Improving the Generalizability of Models of Collaborative Discourse.
Investigated methods to improve collaborative discourse classification across diverse educational datasets.
Facilitating Productive Uncertainty in Small Group Jigsaw Activities.
Explored how AI-driven feedback can foster productive uncertainty in small group learning activities.