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Online Terms of Service often function as contracts of adhesion, creating asymmetries that may expose consumers to potentially abusive clauses. In Chile, assessing such clauses is legally challenging because some provisions clearly violate…

Terms of service of on-line platforms too often contain clauses that are potentially unfair to the consumer. We present an experimental study where machine learning is employed to automatically detect such potentially unfair clauses.…

Artificial Intelligence · Computer Science 2020-01-29 Marco Lippi , Przemyslaw Palka , Giuseppe Contissa , Francesca Lagioia , Hans-Wolfgang Micklitz , Giovanni Sartor , Paolo Torroni

Artificial Intelligence techniques such as Machine Learning (ML) have not been exploited to their maximum potential in the legal domain. This has been partially due to the insufficient explanations they provided about their decisions.…

In this paper, we propose a new annotation scheme to classify different types of clauses in Terms-and-Conditions contracts with the ultimate goal of supporting legal experts to quickly identify and assess problematic issues in this type of…

Computation and Language · Computer Science 2024-05-28 Pietro Giovanni Bizzaro , Elena Della Valentina , Maurizio Napolitano , Nadia Mana , Massimo Zancanaro

Sentiment Classification is a fundamental task in the field of Natural Language Processing, and has very important academic and commercial applications. It aims to automatically predict the degree of sentiment present in a text that…

Computation and Language · Computer Science 2023-03-17 Lautaro Estienne , Matias Vera , Leonardo Rey Vega

Automatic legal text classification systems have been proposed in the literature to address knowledge extraction from judgments and detect their aspects. However, most of these systems are black boxes even when their models are…

Text classification tasks have improved substantially during the last years by the usage of transformers. However, the majority of researches focus on prose texts, with poetry receiving less attention, specially for Spanish language. In…

Artificial Intelligence · Computer Science 2021-09-14 Alberto Barbado , María Dolores González , Débora Carrera

This study presents an LLM-assisted annotation pipeline for the sociolinguistic and topical analysis of bilingual discourse in two typologically distinct contexts: Spanish-English and Spanish-Guaran\'i. Using large language models, we…

Computation and Language · Computer Science 2025-12-04 Nemika Tyagi , Nelvin Licona Guevara , Olga Kellert

Annotating abusive language is expensive, logistically complex and creates a risk of psychological harm. However, most machine learning research has prioritized maximizing effectiveness (i.e., F1 or accuracy score) rather than data…

Computation and Language · Computer Science 2022-09-22 Hannah Rose Kirk , Bertie Vidgen , Scott A. Hale

In this paper, we investigate the application of text classification methods to support law professionals. We present several experiments applying machine learning techniques to predict with high accuracy the ruling of the French Supreme…

Computation and Language · Computer Science 2017-10-26 Octavia-Maria Sulea , Marcos Zampieri , Shervin Malmasi , Mihaela Vela , Liviu P. Dinu , Josef van Genabith

Offensive content is pervasive in social media and a reason for concern to companies and government organizations. Several studies have been recently published investigating methods to detect the various forms of such content (e.g. hate…

Computation and Language · Computer Science 2020-10-13 Tharindu Ranasinghe , Marcos Zampieri

This paper addresses the critical gap in evaluating bias in multilingual Large Language Models (LLMs), with a specific focus on Spanish language within culturally-aware Latin American contexts. Despite widespread global deployment, current…

Computers and Society · Computer Science 2025-09-04 Melissa Robles , Catalina Bernal , Denniss Raigoso , Mateo Dulce Rubio

Legal texts routinely use concepts that are difficult to understand. Lawyers elaborate on the meaning of such concepts by, among other things, carefully investigating how have they been used in past. Finding text snippets that mention a…

Computation and Language · Computer Science 2021-12-15 Jaromir Savelka , Kevin D. Ashley

Interpreting regulatory documents or building codes into computer-processable formats is essential for the intelligent design and construction of buildings and infrastructures. Although automated rule interpretation (ARI) methods have been…

Computation and Language · Computer Science 2023-10-10 Zhe Zheng , Yu-Cheng Zhou , Ke-Yin Chen , Xin-Zheng Lu , Zhong-Tian She , Jia-Rui Lin

The analysis of public affairs documents is crucial for citizens as it promotes transparency, accountability, and informed decision-making. It allows citizens to understand government policies, participate in public discourse, and hold…

Terms of Service (ToS) form an integral part of any agreement as it defines the legal relationship between a service provider and an end-user. Not only do they establish and delineate reciprocal rights and responsibilities, but they also…

Computation and Language · Computer Science 2024-01-29 Bathini Sai Akash , Akshara Kupireddy , Lalita Bhanu Murthy

Terms and conditions for online shopping websites often contain terms that can have significant financial consequences for customers. Despite their impact, there is currently no comprehensive understanding of the types and potential risks…

Cryptography and Security · Computer Science 2025-02-05 Elisa Tsai , Neal Mangaokar , Boyuan Zheng , Haizhong Zheng , Atul Prakash

This paper addresses a critical gap in legal analytics by developing and applying a novel taxonomy for topic classification of summary judgment cases in the United Kingdom. Using a curated dataset of summary judgment cases, we use the Large…

Computation and Language · Computer Science 2025-02-28 Holli Sargeant , Ahmed Izzidien , Felix Steffek

Given the large size and volumes of contracts and their underlying inherent complexity, manual reviews become inefficient and prone to errors, creating a clear need for automation. Automatic Legal Contract Classification (LCC)…

Computation and Language · Computer Science 2025-07-30 Amrita Singh , Aditya Joshi , Jiaojiao Jiang , Hye-young Paik

Automated fault diagnosis can facilitate diagnostics assistance, speedier troubleshooting, and better-organised logistics. Currently, AI-based prognostics and health management in the automotive industry ignore the textual descriptions of…

Computation and Language · Computer Science 2022-10-14 John Pavlopoulos , Alv Romell , Jacob Curman , Olof Steinert , Tony Lindgren , Markus Borg
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