International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 12 Issue: 06 | Jun 2025
p-ISSN: 2395-0072
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Legalize: LLM Agent for Legal Web Research Vimal Thekkan1, Jay Uchagaonkar2, Sammit Deshpande3, Aditi Shirke4, Prof. Vaishali Jadhav5 BE student, Department of Information Technology St. Francis Institute of Technology Mumbai, India BE student, Department of Information Technology St. Francis Institute of Technology Mumbai, India 3BE student, Department of Information Technology St. Francis Institute of Technology Mumbai, India 4BE student, Department of Information Technology St. Francis Institute of Technology Mumbai, India 5Professor, Department of Information Technology St. Francis Institute of Technology Mumbai, India ---------------------------------------------------------------------***--------------------------------------------------------------------intelligent tools, are the reason for the need for a platform Abstract - Legal research is a critical task for lawyers and 1 2
such as Legalize [7]. These difficulties delay the availability of accurate, relevant data, which influences crucial decisions. Automated tools like Legalize address these problems by quickly locating pertinent, tailored data to meet specifications.
researchers, but it can often be slow and inefficient. Traditional methods rely heavily on manual effort and static databases, which can make it hard to find accurate and upto-date information. As legal data continues to grow in volume and complexity, there is a need for smarter solutions that make this process faster and more reliable.
The primary goal of Legalize is to simplify legal research by automating the retrieval and analysis of legal information.It integrates intelligent technology to adjust to user needs while providing attorneys, students, and educators with a quick and precise tool. Legalize frees up users to concentrate on more important things by cutting down on research time and effort.
This paper introduces Legalize: LLM Agent for Legal Web Research, a system designed to solve these challenges. The project combines Large Language Models (LLMs) for understanding natural language queries, SerpAPI for retrieving real-time legal information from the web, and a Telegram Bot for a user-friendly way to interact with the system. Web scraping, combined with smart filtering and language models, enables precise and efficient legal research by automatically collecting and processing relevant legal data. Together, these technologies help users submit legal queries, find relevant results, and get clear, actionable insights.
Lawyers are not the only users of the system. It has been created to be helpful in a variety of contexts, including aiding legal companies in case preparation, helping students with their coursework, or helping legislators develop legislation. Because of its adaptable nature, it can manage a variety of legal issues and adjust to various jurisdictions. It might become even more adaptable in the future by adding new features like multilingual support or interaction with local law databases [7].
The system has been tested thoroughly and has shown that it can reduce search time, improve accuracy, and make legal research more productive. While it addresses many existing problems, it also has some limitations, such as dependency on external APIs and platform constraints. This paper discusses how Legalize bridges the gap between traditional methods and modern technology, offering a solution that is both practical and efficient for the legal community.
Legalize improves legal research by using Large Language Models (LLMs) that understand natural language, allowing users to ask questions naturally instead of relying on specific keywords.[1]. Second, SerpAPI [8] ensures correctness and relevance by retrieving real-time legal data from reliable web sources [8]. Last but not least, a Telegram Bot interface [9] offers an easy-to-use platform.
Key Words: Legal Research Automation,
Large Language Models (LLMs), SerpAPI Integration, Telegram Bot Interface, Real-Time Data Retrieval
Legalize has several difficulties, such as relying on tools with limitations and restrictions like SerpAPI [8] and Telegram [9]. But these drawbacks are greatly outweighed by its advantages. It can develop into a vital tool for legal research with improvements like more data and intelligent queries. The goal of these upgrades is to increase system dependability and user experience.
1.INTRODUCTION In order to prepare cases, formulate policies, and understand the law, legal research is essential for decisionmaking in the legal field [7]. The need for more intelligent, quick, and efficient solutions is highlighted by the slowness, error-proneness, and inefficiency of existing approaches that rely on manual labor and antiquated databases [2].
Legalize facilitates legal research by fusing cutting-edge technologies with an intuitive interface [6].It opens the door to a bright future where legal knowledge is individualized, effective, and easily accessible by bridging the gap between conventional approaches and
The challenges of traditional legal research, including disorganized data, outdated resources, and a lack of
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