Notice Board :

Call for Paper
Vol. 11 Issue 4

Submission Start Date:
April 01, 2024

Acceptence Notification Start:
April 10, 2024

Submission End:
April 20, 2024

Final MenuScript Due:
April 28, 2024

Publication Date:
April 30, 2024
                         Notice Board: Call for PaperVol. 11 Issue 4      Submission Start Date: April 01, 2024      Acceptence Notification Start: April 10, 2024      Submission End: April 20, 2024      Final MenuScript Due: April 28, 2024      Publication Date: April 30, 2024

Volume XI Issue II

Author Name
Pooja Kumari, Prof. Rakesh Shivhare
Year Of Publication
Volume and Issue
Volume 11 Issue 2
Machine reading comprehension (MRC) has emerged as a pivotal area of research within the realm of natural language processing, aiming to equip machines with the ability to understand and extract information from textual sources. This study investigates diverse approaches employed in the field of MRC, analyzing methodologies, techniques and their respective strengths and limitations. We delve into traditional rule-based systems, statistical models and contemporary deep learning architectures, highlighting advancements in neural network-based approaches such as attention mechanisms and transformer models. Furthermore, we explore the challenges posed by different types of MRC tasks, including span extraction, multiple-choice questions and cloze-style questions, along with benchmark datasets commonly used for evaluation.