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Indian Judiciary is suffering from burden of millions of cases that are lying pending in its courts at all the levels. In this paper, we analyze the data that we have collected on the pendency of 24 high courts in the Republic of India as…

Computers and Society · Computer Science 2023-07-21 Kshitiz Verma

Divorce is the legal dissolution of a marriage by a court. Since this is usually an unpleasant outcome of a marital union, each party may have reasons to call the decision to quit which is generally documented in detail in the court…

Computers and Society · Computer Science 2023-07-21 Sujan Dutta , Parth Srivastava , Vaishnavi Solunke , Swaprava Nath , Ashiqur R. KhudaBukhsh

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+…

Computation and Language · Computer Science 2025-07-04 Sneha Deshmukh , Prathmesh Kamble

Indian Judiciary is suffering from burden of millions of cases that are lying pending in its courts at all the levels. The High Court National Judicial Data Grid (HC-NJDG) indexes all the cases pending in the high courts and publishes the…

Computers and Society · Computer Science 2023-07-25 Kshitiz Verma , Anshu Musaddi , Ansh Mittal , Anshul Jain

Bail decisions are among the most frequently adjudicated matters in Indian courts, yet they remain plagued by subjectivity, delays, and inconsistencies. With over 75% of India's prison population comprising undertrial prisoners, many from…

Computation and Language · Computer Science 2025-08-22 Puspesh Kumar Srivastava , Uddeshya Raj , Praveen Patel , Shubham Kumar Nigam , Noel Shallum , Arnab Bhattacharya

An automated system that could assist a judge in predicting the outcome of a case would help expedite the judicial process. For such a system to be practically useful, predictions by the system should be explainable. To promote research in…

Computation and Language · Computer Science 2021-06-01 Vijit Malik , Rishabh Sanjay , Shubham Kumar Nigam , Kripa Ghosh , Shouvik Kumar Guha , Arnab Bhattacharya , Ashutosh Modi

Legal Statute Identification (LSI) for a given situation is one of the most fundamental tasks in Legal NLP. This task has traditionally been modeled using facts from court judgments as input queries, due to their abundance. However, in…

Computation and Language · Computer Science 2026-02-03 Shounak Paul , Raghav Dogra , Pawan Goyal , Saptarshi Ghosh

Automatic summarization of legal case judgments is a practically important problem that has attracted substantial research efforts in many countries. In the context of the Indian judiciary, there is an additional complexity -- Indian legal…

Computation and Language · Computer Science 2023-10-31 Debtanu Datta , Shubham Soni , Rajdeep Mukherjee , Saptarshi Ghosh

Legal Judgment Prediction (LJP) is a judicial assistance system that recommends the legal components such as applicable statues, prison term and penalty term by analyzing the given input case document. Indian legal system is in the need of…

Computation and Language · Computer Science 2023-12-14 Prameela Madambakam , Shathanaa Rajmohan , Himangshu Sharma , Tummepalli Anka Chandrahas Purushotham Gupta

Legal predictive models are of enormous interest and value to legal community. The stakeholders, specially, the judges and attorneys can take the best advantages of these models to predict the case outcomes to further augment their future…

Computers and Society · Computer Science 2022-04-14 Sugam Sharma , Ritu Shandilya , Swadesh Sharma

In this paper, we introduce CAIL2019-SCM, Chinese AI and Law 2019 Similar Case Matching dataset. CAIL2019-SCM contains 8,964 triplets of cases published by the Supreme People's Court of China. CAIL2019-SCM focuses on detecting similar…

Computation and Language · Computer Science 2019-11-26 Chaojun Xiao , Haoxi Zhong , Zhipeng Guo , Cunchao Tu , Zhiyuan Liu , Maosong Sun , Tianyang Zhang , Xianpei Han , Zhen Hu , Heng Wang , Jianfeng Xu

Unlike the courts in western countries, public records of Indian judiciary are completely unstructured and noisy. No large scale publicly available annotated datasets of Indian legal documents exist till date. This limits the scope for…

Computation and Language · Computer Science 2021-10-26 Vedant Parikh , Vidit Mathur , Parth Mehta , Namita Mittal , Prasenjit Majumder

In the era of Large Language Models (LLMs), predicting judicial outcomes poses significant challenges due to the complexity of legal proceedings and the scarcity of expert-annotated datasets. Addressing this, we introduce…

Computation and Language · Computer Science 2024-06-07 Shubham Kumar Nigam , Anurag Sharma , Danush Khanna , Noel Shallum , Kripabandhu Ghosh , Arnab Bhattacharya

We introduce the Cambridge Law Corpus (CLC), a dataset for legal AI research. It consists of over 250 000 court cases from the UK. Most cases are from the 21st century, but the corpus includes cases as old as the 16th century. This paper…

Computation and Language · Computer Science 2024-01-03 Andreas Östling , Holli Sargeant , Huiyuan Xie , Ludwig Bull , Alexander Terenin , Leif Jonsson , Måns Magnusson , Felix Steffek

The burdensome impact of a skewed judges-to-cases ratio on the judicial system manifests in an overwhelming backlog of pending cases alongside an ongoing influx of new ones. To tackle this issue and expedite the judicial process, the…

Machine Learning · Computer Science 2023-10-20 Mann Khatri , Mirza Yusuf , Yaman Kumar , Rajiv Ratn Shah , Ponnurangam Kumaraguru

In this paper, we address the task of semantic segmentation of legal documents through rhetorical role classification, with a focus on Indian legal judgments. We introduce LegalSeg, the largest annotated dataset for this task, comprising…

Computation and Language · Computer Science 2025-02-11 Shubham Kumar Nigam , Tanmay Dubey , Govind Sharma , Noel Shallum , Kripabandhu Ghosh , Arnab Bhattacharya

Safety alignment of large language models (LLMs) is mostly evaluated in English and contract-bound, leaving multilingual vulnerabilities understudied. We introduce \textbf{Indic Jailbreak Robustness (IJR)}, a judge-free benchmark for…

Artificial Intelligence · Computer Science 2026-02-20 Priyaranjan Pattnayak , Sanchari Chowdhuri

To undertake computational research of the law, efficiently identifying datasets of court decisions that relate to a specific legal issue is a crucial yet challenging endeavour. This study addresses the gap in the literature working with…

Computation and Language · Computer Science 2024-03-11 Ahmed Izzidien , Holli Sargeant , Felix Steffek

This paper presents a classification model that predicts delays in Indian lower courts based on case information available at filing. The model is built on a dataset of 4.2 million court cases filed in 2010 and their outcomes over a 10-year…

Machine Learning · Computer Science 2024-10-03 Mohit Bhatnagar , Shivraj Huchhanavar

The explosive growth of AI research has driven paper submissions at flagship AI conferences to unprecedented levels, necessitating many venues in 2025 (e.g., CVPR, ICCV, KDD, AAAI, IJCAI, WSDM) to enforce strict per-author submission limits…

Data Structures and Algorithms · Computer Science 2025-06-26 Xiaoyu Li , Zhao Song , Jiahao Zhang
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