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IndianBailJudgments-1200: A Multi-Attribute Dataset for Legal NLP on Indian Bail Orders

3 July 2025
Sneha Deshmukh
Prathmesh Kamble
ArXiv (abs)PDFHTML
Main:8 Pages
10 Figures
Bibliography:1 Pages
2 Tables
Abstract

Legal NLP remains underdeveloped in regions like India due to the scarcity of structured datasets. We introduce IndianBailJudgments-1200, a new benchmark dataset comprising 1200 Indian court judgments on bail decisions, annotated across 20+ attributes including bail outcome, IPC sections, crime type, and legal reasoning. Annotations were generated using a prompt-engineered GPT-4o pipeline and verified for consistency. This resource supports a wide range of legal NLP tasks such as outcome prediction, summarization, and fairness analysis, and is the first publicly available dataset focused specifically on Indian bail jurisprudence.

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@article{deshmukh2025_2507.02506,
  title={ IndianBailJudgments-1200: A Multi-Attribute Dataset for Legal NLP on Indian Bail Orders },
  author={ Sneha Deshmukh and Prathmesh Kamble },
  journal={arXiv preprint arXiv:2507.02506},
  year={ 2025 }
}
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