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Related papers: Detecting Logical Relation In Contract Clauses

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We study automatic Contract Clause Extraction (CCE) by modeling implicit relations in legal contracts. Existing CCE methods mostly treat contracts as plain text, creating a substantial barrier to understanding contracts of high complexity.…

Computation and Language · Computer Science 2022-10-18 Weiwen Xu , Yang Deng , Wenqiang Lei , Wenlong Zhao , Tat-Seng Chua , Wai Lam

In the context of requirements engineering, relation extraction involves identifying and documenting the associations between different requirements artefacts. When dealing with textual requirements (i.e., requirements expressed using…

Software Engineering · Computer Science 2025-03-21 Quim Motger , Xavier Franch

The paper outlines ongoing research on logic-based tools for the analysis and representation of legal contracts of the kind frequently encountered in large-scale engineering projects and complex, long-term trading agreements. We consider…

Artificial Intelligence · Computer Science 2007-05-23 Aspassia Daskalopulu , Marek Sergot

Smart Contracts use computer technology to automate the performance of aspects of commercial agreements. Yet how can there be confidence that the computer code is faithful to the intentions of the parties? To understand the depth and…

Computation and Language · Computer Science 2021-04-09 Christopher D. Clack

This paper concentrates on the representation of the legal relations that obtain between parties once they have entered a contractual agreement and their evolution as the agreement progresses through time. Contracts are regarded as process…

Artificial Intelligence · Computer Science 2016-11-17 Aspassia Daskalopulu

While most social norms are informal, they are often formalized by companies in contracts to regulate trades of goods and services. When poorly written, contracts may contain normative conflicts resulting from opposing deontic meanings or…

Computation and Language · Computer Science 2019-06-06 João Paulo Aires , Roger Granada , Juarez Monteiro , Rodrigo C. Barros , Felipe Meneguzzi

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

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

Automatic extraction of cause-effect relationships from natural language texts is a challenging open problem in Artificial Intelligence. Most of the early attempts at its solution used manually constructed linguistic and syntactic rules on…

Artificial Intelligence · Computer Science 2016-05-26 Nabiha Asghar

Detecting semantic arguments of a predicate word has been conventionally modeled as a sentence-level task. The typical reader, however, perfectly interprets predicate-argument relations in a much wider context than just the sentence where…

Computation and Language · Computer Science 2024-08-09 Paul Roit , Aviv Slobodkin , Eran Hirsch , Arie Cattan , Ayal Klein , Valentina Pyatkin , Ido Dagan

Business contracts, particularly sale and purchase agreements, often contain a large number of clauses and are correspondingly long and complex. In practice, it is therefore a great challenge to keep track of their legal context and to…

Logic in Computer Science · Computer Science 2025-04-28 Alan Khoja , Martin Kölbl , Stefan Leue , Rüdiger Wilhelmi

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

The advent of Large Language Models has revolutionized tasks across domains, including the automation of legal document analysis, a critical component of modern contract management systems. This paper presents a comprehensive implementation…

Machine Learning · Statistics 2025-10-23 Cuize Han , Sesh Jalagam

In this paper we present a framework to analyze conflicts of contracts written in structured English. A contract that has manually been rewritten in a structured English is automatically translated into a formal language using the…

Computation and Language · Computer Science 2011-09-14 Seyed M. Montazeri , Nivir K. S. Roy , Gerardo Schneider

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

Relation extraction is the task of identifying predefined relationship between entities, and plays an essential role in information extraction, knowledge base construction, question answering and so on. Most existing relation extractors…

Computation and Language · Computer Science 2018-11-12 Liwei Chen , Yansong Feng , Songfang Huang , Bingfeng Luo , Dongyan Zhao

Case Law has a significant impact on the proceedings of legal cases. Therefore, the information that can be obtained from previous court cases is valuable to lawyers and other legal officials when performing their duties. This paper…

Computation and Language · Computer Science 2019-06-07 Gathika Ratnayaka , Thejan Rupasinghe , Nisansa de Silva , Menuka Warushavithana , Viraj Gamage , Amal Shehan Perera

Reviewing contracts is a time-consuming procedure that incurs large expenses to companies and social inequality to those who cannot afford it. In this work, we propose "document-level natural language inference (NLI) for contracts", a…

Computation and Language · Computer Science 2021-10-06 Yuta Koreeda , Christopher D. Manning

The paper develops a logical understanding of processes for signature of legal contracts, motivated by applications to legal recognition of smart contracts on blockchain platforms. A number of axioms and rules of inference are developed…

Artificial Intelligence · Computer Science 2021-11-25 Ron van der Meyden

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
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