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Topic Name | Authors | Year | Problem Statement | Proposed Solution


Digital e-Marketplace for Legal Services in India | K. Jangde | 2025 | Lack of accessible and efficient legal service platforms in India. | AI-driven MERN stack marketplace with chatbots, advanced search, and scheduling to connect users with legal providers.

Legal Assist AI—Transformer-Based Legal Assistance | J. Gupta, A. Sharma, S. Singhania, et al. | 2024 | Existing LLMs (e.g., GPT-3.5) hallucinate and underperform in Indian legal context. | Fine-tuned transformer model for Indian legal queries, outperforming GPT-3.5 Turbo in AIBE scores.

Digital Assistant for Know-Your-Rights Framework | Author(s) | 2024 | Citizens lack awareness of legal rights and easy access to justice. | Multilingual NLP chatbot that educates citizens about rights through web/mobile apps.

AI-Enhanced Legal Tech ("Legal Tech 2.0") | A. Pasha, M. Donson | 2025 | India’s legal system struggles with efficiency and transparency. | Analysis of AI integration (e.g., SUPAC) to enhance efficiency, transparency, and innovation in legal processes.

Model-Agnostic Wrapper for Legal Document Generation (India) | S. K. Nigam, B. Patnaik, A. V. Thomas, et al. | 2025 | Generating structured, accurate legal documents is challenging. | NyayaShilp—model-agnostic wrapper generating structured, coherent documents with human-in-loop support.

Aalap—AI Assistant for Legal & Paralegal Functions in India | A. Tiwari, P. Kalamkar, A. Banerjee, et al. | 2024 | General-purpose LLMs do not perform well on Indian legal reasoning tasks. | Fine-tuned Mistral 7B on Indian legal data for paralegal and legal assistance, rivaling GPT-3.5 Turbo.

Chatlaw: Multi-Agent Legal Assistant with Knowledge Graph | J. Cui, M. Ning, Z. Li, et al. | 2023 | LLMs in legal tasks face hallucination and weak reasoning. | Multi-agent LLM enhanced with Knowledge Graph + Mixture-of-Experts, outperforming GPT-4 in legal tasks.

Parameter-Efficient Legal Domain Adaptation | J. Li, R. Bhambhoria, Y. Zhu | 2022 | Fine-tuning full models for legal domain requires huge resources. | Parameter-efficient tuning (~0.1% of parameters), achieving equal/better performance than LEGAL-BERT.

Legal Tech Startups & Judicial Efficiency (India) | Author(s) | ~2023 | Indian judiciary faces backlog and inefficiency in case management. | AI, blockchain, and ODR-based legal tech startups improving case management and judicial efficiency.

Topic Name
Authors
Year
Problem Statement
Proposed Solution
Digital e-Marketplace for Legal Services in India
K. Jangde
2025
Lack of accessible and efficient legal service platforms in India.
AI-driven MERN stack marketplace with chatbots, advanced search, and scheduling to connect users with legal providers.
Legal Assist AI—Transformer-Based Legal Assistance
J. Gupta, A. Sharma, S. Singhania, et al.
2024
Existing LLMs (e.g., GPT-3.5) hallucinate and underperform in Indian legal context.
Fine-tuned transformer model for Indian legal queries, outperforming GPT-3.5 Turbo in AIBE scores.
Digital Assistant for Know-Your-Rights Framework
Author(s)
2024
Citizens lack awareness of legal rights and easy access to justice.
Multilingual NLP chatbot that educates citizens about rights through web/mobile apps.
AI-Enhanced Legal Tech ("Legal Tech 2.0")
A. Pasha, M. Donson
2025
India’s legal system struggles with efficiency and transparency.
Analysis of AI integration (e.g., SUPAC) to enhance efficiency, transparency, and innovation in legal processes.
Model-Agnostic Wrapper for Legal Document Generation (India)
S. K. Nigam, B. Patnaik, A. V. Thomas, et al.
2025
Generating structured, accurate legal documents is challenging.
NyayaShilp—model-agnostic wrapper generating structured, coherent documents with human-in-loop support.
Aalap—AI Assistant for Legal & Paralegal Functions in India
A. Tiwari, P. Kalamkar, A. Banerjee, et al.
2024
General-purpose LLMs do not perform well on Indian legal reasoning tasks.
Fine-tuned Mistral 7B on Indian legal data for paralegal and legal assistance, rivaling GPT-3.5 Turbo.

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