Bayesian optimization based score fusion of linguistic approaches for improving legal document summarization
Due to the lengthy and complex nature of legal documents, automatic summarization has
very high applicability in this domain. Recently, several researchers have proposed …
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
The appropriate understanding and fast processing of lengthy legal documents are
computationally challenging problems. Designing efficient automatic summarization …
computationally challenging problems. Designing efficient automatic summarization …
A comprehensive analysis of indian legal documents summarization techniques
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 …
Indian case documents are much noisier and poorly organized, the summarization of legal …
Evaluating human versus machine learning performance in a legaltech problem
Many machine learning-based document processing applications have been published in
recent years. Applying these methodologies can reduce the cost of labor-intensive tasks and …
recent years. Applying these methodologies can reduce the cost of labor-intensive tasks and …
Summarization of Lengthy Legal Documents via Abstractive Dataset Building: An Extract-then-Assign Approach
Abstract Development of effective automatic summarization approaches for legal documents
suffer from several challenges like extremely long document-summary pairs, lack of large …
suffer from several challenges like extremely long document-summary pairs, lack of large …
A transformer-based approach for abstractive summarization of requirements from obligations in software engineering contracts
Software Engineering (SE) contracts are a valuable source of software requirements. Seed
requirements derived from SE contracts can provide a starting point to the Requirements …
requirements derived from SE contracts can provide a starting point to the Requirements …
Aila 2021: Shared task on artificial intelligence for legal assistance
AILA 2021 was the third edition of the Shared task on Artificial Intelligence for Legal
Assistance, that was organized with the FIRE 2021 conference. This year two tasks were …
Assistance, that was organized with the FIRE 2021 conference. This year two tasks were …
Indian legal text summarization: A text normalization-based approach
In the Indian court system, pending cases have long been a problem. There are more than 4
crore cases outstanding. Manually summarising hundreds of documents is a time …
crore cases outstanding. Manually summarising hundreds of documents is a time …
Civilsum: A dataset for abstractive summarization of indian court decisions
Extracting relevant information from legal documents is a challenging task due to the
technical complexity and volume of their content. These factors also increase the costs of …
technical complexity and volume of their content. These factors also increase the costs of …
[PDF][PDF] Legal Text Classification and Summarization using Transformers and Joint Text Features.
This paper presents the approaches undertaken while performing relevance classification
on legal documents and thereby making summaries of them using extractive summarization …
on legal documents and thereby making summaries of them using extractive summarization …