Deep learning for detecting and explaining unfairness in consumer contracts

F Lagioia, F Ruggeri, K Drazewski… - Legal Knowledge …, 2019 - ebooks.iospress.nl
… to assess the category and the level of unfairness of the clause. MANNs have been widely
… trained just like any other deep network. In the context of consumer contracts, we define the …

Detecting and explaining unfairness in consumer contracts through memory networks

F Ruggeri, F Lagioia, M Lippi, P Torroni - Artificial Intelligence and Law, 2022 - Springer
… The basic idea behind MANNs is to combine the successful learning strategies developed
in the machine learning literature for inference with a memory component that can be read …

AI in search of unfairness in consumer contracts: the terms of service landscape

F Lagioia, A Jabłonowska, R Liepina… - Journal of Consumer …, 2022 - Springer
… This is a standard procedure in machine learning, making it possible to assess our system’s
generalization capabilities. The results of the experiments show that CLAUDETTE correctly …

Memory networks for consumer protection: unfairness exposed

F Ruggeri, F Lagioia, M Lippi, P Torroni - arXiv preprint arXiv:2008.07346, 2020 - arxiv.org
… the problem of explaining unfairness in consumer contracts and pave the way to …
machinelearning approaches in the consumer law domain, and the state of the art of …

Predicting consumer contracts

N Kolt - Berkeley Tech. LJ, 2022 - HeinOnline
consumers of their contractual rights and obligations. To showcase the opportunities and
challenges of using language models to read consumer contracts, … biases in machine learning. …

A machine learning-based approach to identify unlawful practices in online terms of service: analysis, implementation and evaluation

A Guarino, N Lettieri, D Malandrino… - Neural Computing and …, 2021 - Springer
… of ToS unfairness. In support of such a definition, we also define a novel unfairness measure,
… 3 of the Directive 93/13 on Unfair Terms in Consumer Contracts, a contractual term is unfair …

A support system for the detection of abusive clauses in B2C contracts

S Dadas, M Kozłowski, R Poświata… - Artificial Intelligence and …, 2024 - Springer
… This article focuses on on the components that use machine learning … Although their degrees
of unfairness vary, the risk of … consumer contracts among the set of documents harvested. …

Algorithmic Fairness in Consumer Credit Underwriting: Towards a Harm-Based Framework for AI Fair Lending

JJX Wu - Berkeley Bus. LJ, 2024 - HeinOnline
… Credit discrimination undermines consumer financial autonomy and distorts market … Al
discrimination are traceable to indirect, proxy discrimination stemming from the machine learning

Contracts in the age of smart readers

YA Arbel, SI Becher - Geo. Wash. L. Rev., 2022 - HeinOnline
… concerns about contractual bias and discrimination. And even … on the new Restatement of
Consumer Contracts. One central issue … Smart readers are built on machine learning language …

Unfair clause detection in terms of service across multiple languages

A Galassi, F Lagioia, A Jabłonowska… - Artificial Intelligence and …, 2024 - Springer
… corpus and a machine learning classifier for English, we … corpus and training a novel machine
learning system for each … rationales as explanations for the unfairness of a clause, also in …