[HTML][HTML] Constrained quantum optimization for extractive summarization on a trapped-ion quantum computer

P Niroula, R Shaydulin, R Yalovetzky, P Minssen… - Scientific Reports, 2022 - nature.com
Realizing the potential of near-term quantum computers to solve industry-relevant
constrained-optimization problems is a promising path to quantum advantage. In this work …

Applicability of large language models and generative models for legal case judgement summarization

A Deroy, K Ghosh, S Ghosh - Artificial Intelligence and Law, 2024 - Springer
Automatic summarization of legal case judgements, which are known to be long and
complex, has traditionally been tried via extractive summarization models. In recent years …

How ready are pre-trained abstractive models and LLMs for legal case judgement summarization?

A Deroy, K Ghosh, S Ghosh - arXiv preprint arXiv:2306.01248, 2023 - arxiv.org
Automatic summarization of legal case judgements has traditionally been attempted by
using extractive summarization methods. However, in recent years, abstractive …

Bayesian optimization based score fusion of linguistic approaches for improving legal document summarization

D Jain, MD Borah, A Biswas - Knowledge-Based Systems, 2023 - Elsevier
Due to the lengthy and complex nature of legal documents, automatic summarization has
very high applicability in this domain. Recently, several researchers have proposed …

A sentence is known by the company it keeps: Improving Legal Document Summarization Using Deep Clustering

D Jain, MD Borah, A Biswas - Artificial Intelligence and Law, 2024 - Springer
The appropriate understanding and fast processing of lengthy legal documents are
computationally challenging problems. Designing efficient automatic summarization …

Ensemble methods for improving extractive summarization of legal case judgements

A Deroy, K Ghosh, S Ghosh - Artificial Intelligence and Law, 2024 - Springer
Summarization of legal case judgement documents is a practical and challenging problem,
for which many summarization algorithms of different varieties have been tried. In this work …

Lawsuit: a large expert-written summarization dataset of italian constitutional court verdicts

L Ragazzi, G Moro, S Guidi, G Frisoni - Artificial Intelligence and Law, 2024 - Springer
Large-scale public datasets are vital for driving the progress of abstractive summarization,
especially in law, where documents have highly specialized jargon. However, the available …

An Approach for analyzing unstructured text data using topic modeling techniques for efficient information extraction

A Zadgaonkar, AJ Agrawal - New Generation Computing, 2024 - Springer
Topic modeling techniques are popularly used for document clustering, large-scale text
analysis, information extraction from unstructured text documents, feature selection from …

Lawsum: A weakly supervised approach for indian legal document summarization

V Parikh, V Mathur, P Mehta, N Mittal… - arXiv preprint arXiv …, 2021 - arxiv.org
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 …

A comprehensive analysis of indian legal documents summarization techniques

S Sharma, S Srivastava, P Verma, A Verma… - SN Computer …, 2023 - Springer
In the Legal AI field, the summarization of legal documents is very challenging. Since the
Indian case documents are much noisier and poorly organized, the summarization of legal …