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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

Code generation from text requires understanding the user's intent from a natural language description and generating an executable code snippet that satisfies this intent. While recent pretrained language models demonstrate remarkable…

Computation and Language · Computer Science 2023-05-29 Haau-Sing Li , Mohsen Mesgar , André F. T. Martins , Iryna Gurevych

Explainability has become a crucial non-functional requirement to enhance transparency, build user trust, and ensure regulatory compliance. However, translating explanation needs expressed in user feedback into structured requirements and…

In collaborative tasks, effective communication is crucial for achieving joint goals. One such task is collaborative building where builders must communicate with each other to construct desired structures in a simulated environment such as…

Computation and Language · Computer Science 2023-05-11 Zhengxiang Shi , Jerome Ramos , To Eun Kim , Xi Wang , Hossein A. Rahmani , Aldo Lipani

Regulatory documents, issued by governmental regulatory bodies, establish rules, guidelines, and standards that organizations must adhere to for legal compliance. These documents, characterized by their length, complexity and frequent…

Computation and Language · Computer Science 2024-12-03 Tuba Gokhan , Kexin Wang , Iryna Gurevych , Ted Briscoe

Clear legal language forms the backbone of a contract for numerous reasons. Disputes often arise between contract parties where ambiguous language has been used and parties often disagree on the meaning or effect of the words. Unambiguous…

Computation and Language · Computer Science 2024-10-29 Emily Chivers , Shawn Curran

Users often formulate their search queries with immature language without well-developed keywords and complete structures. Such queries fail to express their true information needs and raise ambiguity as fragmental language often yield…

Information Retrieval · Computer Science 2021-01-19 Zhenduo Wang , Qingyao Ai

Interpretability or explainability is an emerging research field in NLP. From a user-centric point of view, the goal is to build models that provide proper justification for their decisions, similar to those of humans, by requiring the…

Contract management involves reviewing and negotiating provisions, individual clauses that define rights, obligations, and terms of agreement. During this process, revisions to provisions are proposed and iteratively refined, some of which…

Computation and Language · Computer Science 2025-11-19 Kristi Topollai , Tolga Dimlioglu , Anna Choromanska , Simon Odie , Reginald Hui

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

The ability to generate clarification questions i.e., questions that identify useful missing information in a given context, is important in reducing ambiguity. Humans use previous experience with similar contexts to form a global view and…

Computation and Language · Computer Science 2021-04-15 Bodhisattwa Prasad Majumder , Sudha Rao , Michel Galley , Julian McAuley

Formal method-based analysis of the 5G Wireless Communication Protocol is crucial for identifying logical vulnerabilities and facilitating an all-encompassing security assessment, especially in the design phase. Natural Language Processing…

Computation and Language · Computer Science 2023-08-08 Shiyu Yuan , Jingda Yang , Sudhanshu Arya , Carlo Lipizzi , Ying Wang

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

Specifications for code writing tasks are usually expressed in natural language and may be ambiguous. Programmers must therefore develop the ability to recognize ambiguities in task specifications and resolve them by asking clarifying…

Software Engineering · Computer Science 2025-08-21 Aditey Nandan , Viraj Kumar

As user demands evolve, effectively incorporating feature requests is crucial for maintaining software relevance and user satisfaction. Feature requests, typically expressed in natural language, often suffer from ambiguity or incomplete…

Software Engineering · Computer Science 2025-07-28 Pragyan KC , Rambod Ghandiparsi , Thomas Herron , John Heaps , Mitra Bokaei Hosseini

In populous countries, pending legal cases have been growing exponentially. There is a need for developing NLP-based techniques for processing and automatically understanding legal documents. To promote research in the area of Legal NLP we…

This study addresses the challenge of ambiguity in knowledge graph question answering (KGQA). While recent KGQA systems have made significant progress, particularly with the integration of large language models (LLMs), they typically assume…

Computation and Language · Computer Science 2025-04-15 Liqiang Wen , Guanming Xiong , Tong Mo , Bing Li , Weiping Li , Wen Zhao

Despite recent progress on conversational systems, they still do not perform smoothly and coherently when faced with ambiguous requests. When questions are unclear, conversational systems should have the ability to ask clarifying questions,…

Information Retrieval · Computer Science 2022-08-10 Negar Arabzadeh , Mahsa Seifikar , Charles L. A. Clarke

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

We investigate the effectiveness of ChatGPT in extracting norms from contracts. Norms provide a natural way to engineer multiagent systems by capturing how to govern the interactions between two or more autonomous parties. We extract norms…

Computation and Language · Computer Science 2024-04-04 Amanul Haque , Munindar P. Singh