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March 3, 2026
Supervised multi-stage semantics expanded decision system for Indian legal context
PM
Prameela Madambakam
Indian Institute of Information Technology Allahabad
SR
Shathanaa Rajmohan
Anna University, Chennai
HS
Himangshu Sarma
Indian Institute of Information Technology Allahabad
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Key Points
The decision system improves legal semantics understanding and analyses multiple stages of reasoning.
Improved efficiency in data classification is evident from increased accuracy rates using the system.
An enhanced approach using natural language processing helps interpret legal documents effectively.
The findings support the need for advanced decision systems in legal frameworks to address unique challenges.
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Supervised multi-stage semantics expanded decision system for Indian legal context | Synapse
Cite This Study
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Madambakam et al. (Thu,) studied this question.
synapsesocial.com/papers/69a7682bbadf0bb9e87e3cf9
https://doi.org/https://doi.org/10.1007/s10506-025-09498-y