Research & Publications
Exploring the intersection of artificial intelligence and legal technology through rigorous research and practical applications.
Research Areas
My research focuses on the practical application of AI in legal systems
AI in Law
Exploring applications of Artificial Intelligence and Machine Learning in legal documents, legal research, policy analysis, and related tasks.
Chained AI Agents
Designing autonomous chains of specialized large models to perform complex tasks, such as mult-step literature reviews and knowledge synthesis.
Deterministic, Low-Complexity Clustering Methods
Developing O(n) methods to match or outperform k-Means++, reducing randomness and improving convergence in large datasets.
Cloud-native and Containerized Computing
Designing lightweight primitives and orchestration mechanisms to efficiently manage resources in clouds and clusters.
Publications
Research papers and ongoing work in AI and legal technology
Feasibility of Artificial Intelligence Driven Analysis in the Context of Nepalese Legal System
AI-driven legal analysis for Nepal uses ML and RAG to streamline judicial processes and boost accessibility with precise document retrieval.
Abstract
We proposed an innovative solution through an Artificial Intelligence driven legal analysis customized to the utility of the Nepalese legal context. Using advanced machine learning (ML) models and Retrieval-Augmented Generation (RAG) techniques, the research provides legal insights, streamlines judicial processes, and enhances accessibility to legal information. The legal documents were processed to convert into JSON format, and then to convert into vector data. GPT-4o was used for query expansion and response generation, whereas text embeddings were generated through text-embedding-ada-002. Key features include efficient document retrieval and query expansion for enhanced search precision. The model performs well across different query types, achieving an 𝐹1 score of 0.797 for rule-recall, 0.857 for rhetorical understanding, and 0.875 for interpretation-based queries. This work marks a significant step towards integrating AI into the legal domain of Nepal.
Interested in Collaboration?
I'm always open to collaborating on research projects, particularly in AI, legal technology, and interdisciplinary studies.
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