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cs.CL2024
Improving Multi-Domain Task-Oriented Dialogue System with Offline Reinforcement Learning
Dharmendra Prajapat, Durga Toshniwal
Task-oriented dialogue (TOD) system is designed to accomplish user-defined tasks through dialogues. The TOD system has progressed towards end-to-end modeling by leveraging pre-trai…
cs.CL2024
Modeling Text-Label Alignment for Hierarchical Text Classification
Ashish Kumar, Durga Toshniwal
Hierarchical Text Classification (HTC) aims to categorize text data based on a structured label hierarchy, resulting in predicted labels forming a sub-hierarchy tree. The semantics…
cs.CL2024
Unveiling Themes in Judicial Proceedings: A Cross-Country Study Using Topic Modeling on Legal Documents from India and the UK
Krish Didwania, Durga Toshniwal, Amit Agarwal
Legal documents are indispensable in every country for legal practices and serve as the primary source of information regarding previous cases and employed statutes. In today's wor…