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We introduce the Constructive Comments Corpus (C3), comprised of 12,000 annotated news comments, intended to help build new tools for online communities to improve the quality of their discussions. We define constructive comments as…

Computation and Language · Computer Science 2020-08-06 Varada Kolhatkar , Nithum Thain , Jeffrey Sorensen , Lucas Dixon , Maite Taboada

This study investigates how existing annotation guidelines can be repurposed to instruct large language model (LLM) annotators for text annotation tasks. Traditional guidelines are written for human annotators who internalize training,…

Computation and Language · Computer Science 2025-10-16 Kon Woo Kim , Rezarta Islamaj , Jin-Dong Kim , Florian Boudin , Akiko Aizawa

Review comments play an important role in the evolution of documents. For a large document, the number of review comments may become large, making it difficult for the authors to quickly grasp what the comments are about. It is important to…

Computation and Language · Computer Science 2022-10-04 Gautam Choudhary , Natwar Modani , Nitish Maurya

Novelty assessment is a critical yet complex task in the examination process for patent acceptance, requiring examiners to determine whether an invention is disclosed in a prior art document. The process involves intricate matching between…

Computation and Language · Computer Science 2026-05-05 Valentin Knappich , Anna Hätty , Simon Razniewski , Annemarie Friedrich

Manual data annotation is an important NLP task but one that takes considerable amount of resources and effort. In spite of the costs, labeling and categorizing entities is essential for NLP tasks such as semantic evaluation. Even though…

Computational Engineering, Finance, and Science · Computer Science 2024-07-02 Akila Peiris , Nisansa de Silva

We introduce the Cambridge Law Corpus (CLC), a dataset for legal AI research. It consists of over 250 000 court cases from the UK. Most cases are from the 21st century, but the corpus includes cases as old as the 16th century. This paper…

Computation and Language · Computer Science 2024-01-03 Andreas Östling , Holli Sargeant , Huiyuan Xie , Ludwig Bull , Alexander Terenin , Leif Jonsson , Måns Magnusson , Felix Steffek

`Linguistic annotation' covers any descriptive or analytic notations applied to raw language data. The basic data may be in the form of time functions - audio, video and/or physiological recordings - or it may be textual. The added…

Computation and Language · Computer Science 2007-05-23 Steven Bird , Mark Liberman

This paper introduces the Multi-Genre Natural Language Inference (MultiNLI) corpus, a dataset designed for use in the development and evaluation of machine learning models for sentence understanding. In addition to being one of the largest…

Computation and Language · Computer Science 2018-02-21 Adina Williams , Nikita Nangia , Samuel R. Bowman

Citation analysis is widely used in research evaluation to assess the impact of scientific papers. These analyses rest on the assumption that citation decisions by authors are accurate, representing the flow of knowledge from cited to…

Digital Libraries · Computer Science 2026-02-06 Lutz Bornmann , Christian Leibel

As natural language corpora expand at an unprecedented rate, manual annotation remains a significant methodological bottleneck in corpus linguistic work. We address this challenge by presenting a scalable pipeline for automating grammatical…

Computation and Language · Computer Science 2026-02-11 Cameron Morin , Matti Marttinen Larsson

Objective: To build a comprehensive corpus covering syntactic and semantic annotations of Chinese clinical texts with corresponding annotation guidelines and methods as well as to develop tools trained on the annotated corpus, which…

Computation and Language · Computer Science 2016-11-09 Bin He , Bin Dong , Yi Guan , Jinfeng Yang , Zhipeng Jiang , Qiubin Yu , Jianyi Cheng , Chunyan Qu

This paper presents the formal release of MedMentions, a new manually annotated resource for the recognition of biomedical concepts. What distinguishes MedMentions from other annotated biomedical corpora is its size (over 4,000 abstracts…

Computation and Language · Computer Science 2019-02-26 Sunil Mohan , Donghui Li

Annotation guidelines used to guide the annotation of training and evaluation datasets can have a considerable impact on the quality of machine learning models. In this study, we explore the effects of annotation guidelines on the quality…

Information Retrieval · Computer Science 2018-10-15 Faiz Ali Shah , Kairit Sirts , Dietmar Pfahl

Rumour detection is hard because the most accurate systems operate retrospectively, only recognizing rumours once they have collected repeated signals. By then the rumours might have already spread and caused harm. We introduce a new…

Social and Information Networks · Computer Science 2016-11-22 Yumeng Qin , Dominik Wurzer , Victor Lavrenko , Cunchen Tang

Information retrieval, specifically contract clause retrieval, is foundational to contract drafting because lawyers rarely draft contracts from scratch; instead, they locate and revise the most relevant precedent. We introduce the Atticus…

Computation and Language · Computer Science 2025-09-23 Steven H. Wang , Maksim Zubkov , Kexin Fan , Sarah Harrell , Yuyang Sun , Wei Chen , Andreas Plesner , Roger Wattenhofer

Purpose: The purpose of this paper is to propose a tool that generates authority files to be integrated with linked data by means of learning rules. AUTHORIS is software developed to enhance authority control and information exchange among…

Digital Libraries · Computer Science 2014-02-11 Amed Leiva-Mederos , Jose A. Senso , Sandor Dominguez-Velasco , Pedro Hipola

Novelty assessment is a central yet understudied aspect of peer review, particularly in high volume fields like NLP where reviewer capacity is increasingly strained. We present a structured approach for automated novelty evaluation that…

Computation and Language · Computer Science 2026-01-21 Osama Mohammed Afzal , Preslav Nakov , Tom Hope , Iryna Gurevych

Clause recommendation is the problem of recommending a clause to a legal contract, given the context of the contract in question and the clause type to which the clause should belong. With not much prior work being done toward the…

Computation and Language · Computer Science 2023-01-26 Sagar Joshi , Sumanth Balaji , Jerrin Thomas , Aparna Garimella , Vasudeva Varma

This paper introduces the first version of the NUBes corpus (Negation and Uncertainty annotations in Biomedical texts in Spanish). The corpus is part of an on-going research and currently consists of 29,682 sentences obtained from…

Computation and Language · Computer Science 2020-04-03 Salvador Lima , Naiara Perez , Montse Cuadros , German Rigau

Human annotation remains the foundation of reliable and interpretable data in Natural Language Processing (NLP). As annotation and evaluation tasks continue to expand, from categorical labelling to segmentation, subjective judgment, and…

Computation and Language · Computer Science 2026-04-02 Joseph James
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