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In general, Terms of Service (ToS) and other policy documents are verbose and full of legal jargon, which poses challenges for users to understand. To improve user accessibility and transparency, the "Terms of Service; Didn't Read" (ToS;DR)…

Human-Computer Interaction · Computer Science 2025-02-14 Shikha Soneji , Sourav Panda , Sameer Neve , Jonathan Dodge

Terms of Service (ToS) documents are often lengthy and written in complex legal language, making them difficult for users to read and understand. To address this challenge, we propose Terminators, a modular agentic framework that leverages…

Information Retrieval · Computer Science 2025-05-20 Maruf Ahmed Mridul , Inwon Kang , Oshani Seneviratne

Unilateral contracts, such as terms of service, play a substantial role in modern digital life. However, few users read these documents before accepting the terms within, as they are too long and the language too complicated. We propose the…

Computation and Language · Computer Science 2019-06-11 Laura Manor , Junyi Jessy Li

Countless terms of service (ToS) are being signed everyday by users all over the world while interacting with all kinds of apps and websites. More often than not, these online contracts spanning double-digit pages are signed blindly by…

Computation and Language · Computer Science 2024-09-09 Mirgita Frasheri , Arian Bakhtiarnia , Lukas Esterle , Alexandros Iosifidis

User interaction with legal contracts has been limited to document reading, which is often complicated by complex, ambiguous legal language. We explore possible futures where contract interfaces go beyond single document interfaces to (1)…

Human-Computer Interaction · Computer Science 2026-02-03 Ziheng Huang , Robin Kar , Hari Sundaram , Tal August

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

Legal services rely heavily on text processing. While large language models (LLMs) show promise, their application in legal contexts demands higher accuracy, repeatability, and transparency. Logic programs, by encoding legal concepts as…

Computers and Society · Computer Science 2025-02-26 Manuj Kant , Sareh Nabi , Manav Kant , Roland Scharrer , Megan Ma , Marzieh Nabi

With the advancement of Artificial Intelligence (AI) and Large Language Models (LLMs), there is a profound transformation occurring in the realm of natural language processing tasks within the legal domain. The capabilities of LLMs are…

Computation and Language · Computer Science 2024-04-02 Weicong Qin , Zhongxiang Sun

Power and information asymmetries between people and digital technology companies have predominantly been legitimized through contractual agreements that have failed to provide diverse people with meaningful consent and contestability. We…

Computers and Society · Computer Science 2022-06-07 Bogdana Rakova , Megan Ma , Renee Shelby

The rise of large language models has opened new avenues for users seeking legal advice. However, users often lack professional legal knowledge, which can lead to questions that omit critical information. This deficiency makes it…

Computation and Language · Computer Science 2025-02-13 Rujing Yao , Yiquan Wu , Tong Zhang , Xuhui Zhang , Yuting Huang , Yang Wu , Jiayin Yang , Changlong Sun , Fang Wang , Xiaozhong Liu

Reviewing and comprehending key obligations, entitlements, and prohibitions in legal contracts can be a tedious task due to their length and domain-specificity. Furthermore, the key rights and duties requiring review vary for each…

Computation and Language · Computer Science 2023-10-26 Abhilasha Sancheti , Aparna Garimella , Balaji Vasan Srinivasan , Rachel Rudinger

Online services often require users to agree to lengthy and obscure Terms of Service (ToS), leading to information asymmetry and legal risks. This paper proposes TOSense-a Chrome extension that allows users to ask questions about ToS in…

Cryptography and Security · Computer Science 2025-08-04 Xinzhang Chen , Hassan Ali , Arash Shaghaghi , Salil S. Kanhere , Sanjay Jha

Social media platforms typically obtain user consent through Terms of Service (ToS) presented at account creation, rather than through dedicated consent forms. This study investigates whether consent-related information is clearly…

Computers and Society · Computer Science 2026-03-06 Yong-Bin Kang , Anthony McCosker

The processing of legal texts has been developing as an emerging field in natural language processing (NLP). Legal texts contain unique jargon and complex linguistic attributes in vocabulary, semantics, syntax, and morphology. Therefore,…

Computation and Language · Computer Science 2022-09-02 Mert Cemri , Tolga Çukur , Aykut Koç

The growing adoption of large language models in legal practice brings both significant promise and serious risk. Legal professionals stand to benefit from AI that can reason over contracts, draft documents, and analyze sources at scale,…

Artificial Intelligence · Computer Science 2026-05-15 Olivia Peiyu Wang , Leilani H. Gilpin

In many legal processes being able to action on the concrete implication of a legal question can be valuable to automating human review or signalling certain conditions (e.g., alerts around automatic renewal). To support such tasks, we…

Computer Vision and Pattern Recognition · Computer Science 2023-10-17 Adam Roegiest , Radha Chitta , Jonathan Donnelly , Maya Lash , Alexandra Vtyurina , François Longtin

Legal contracts in the custody and fund services domain govern critical aspects such as key provider responsibilities, fee schedules, and indemnification rights. However, it is challenging for an off-the-shelf Large Language Model (LLM) to…

The rapid integration of large language models (LLMs) into high-stakes legal work has exposed a critical gap: no benchmark exists to systematically stress-test their reliability against the nuanced, adversarial, and often subtle flaws…

Artificial Intelligence · Computer Science 2026-01-08 Manan Roy Choudhury , Adithya Chandramouli , Mannan Anand , Vivek Gupta

We describe a method and tool called \textit{ContractCheck} that allows for the consistency analysis of legal contracts, in particular Sales Purchase Agreements (SPAs). The analysis relies on an encoding of the premises for the execution of…

Logic in Computer Science · Computer Science 2022-12-08 Alan Khoja , Martin Kölbl , Stefan Leue , Rüdiger Wilhelmi

Notwithstanding their unprecedented ability to generate text, LLMs do not understand the meaning of words, have no sense of context and cannot reason. Their output constitutes an approximation of statistically dominant word patterns. And…

Computation and Language · Computer Science 2026-02-11 Eliza Mik
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