An Entailment Analysis Based Entity Mapping To Improve Automatic Question Generation. - Tharaniya Sairaj R.; S. R. Balasundaram 001 (COMAD/CODS, 2021)

Exploring SPARQL query types to improve ontology mapping and retrieval augmented modelling for auto-generated questions (short paper). - Tharaniya Sairaj R.; S. R. Balasundaram 001 (JOWO, 2024)

Fine-Tuned T5 Transformer with LSTM and Spider Monkey Optimizer for Redundancy Reduction in Automatic Question Generation. - Tharaniya Sairaj R.; S. R. Balasundaram 001 (SN Comput. Sci., 2024)

Ontology Mapping for Retrieval Augmented Modelling to Reduce Factual Hallucinations in Pretrained Language Model-Based Auto-Generated Questions. - Tharaniya Sairaj R.; S. R. Balasundaram 001 (Appl. Ontology, 2025)

Ensemble learning with RAG model to reduce redundant question topics in auto-generated exam questions. - Tharaniya Sairaj R.; S. R. Balasundaram 001 (Discov. Comput., 2025)