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We introduce a framework for lightweight dependency syntax annotation. Our formalism builds upon the typical representation for unlabeled dependencies, permitting a simple notation and annotation workflow. Moreover, the formalism encourages…

Computation and Language · Computer Science 2013-06-18 Nathan Schneider , Brendan O'Connor , Naomi Saphra , David Bamman , Manaal Faruqui , Noah A. Smith , Chris Dyer , Jason Baldridge

The goal of the present chapter is to explore the possibility of providing the research (but also the industrial) community that commonly uses spoken corpora with a stable portfolio of well-documented standardised formats that allow a high…

Computation and Language · Computer Science 2012-03-06 Laurent Romary , Andreas Witt

Ensuring annotator quality in training and evaluation data is a key piece of machine learning in NLP. Tasks such as sentiment analysis and offensive speech detection are intrinsically subjective, creating a challenging scenario for…

Computation and Language · Computer Science 2024-09-23 Sujan Dutta , Deepak Pandita , Tharindu Cyril Weerasooriya , Marcos Zampieri , Christopher M. Homan , Ashiqur R. KhudaBukhsh

The Open Annotation Core Data Model specifies an interoperable framework for creating associations between related resources, called annotations, using a methodology that conforms to the Architecture of the World Wide Web. Open Annotations…

Digital Libraries · Computer Science 2013-04-25 Robert Sanderson , Paolo Ciccarese , Herbert Van de Sompel

The Semantic Web is an extension of the current web in which information is given well-defined meaning. The perspective of Semantic Web is to promote the quality and intelligence of the current web by changing its contents into machine…

Artificial Intelligence · Computer Science 2012-08-06 Hamed Hassanzadeh , MohammadReza Keyvanpour

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

Discourse information is difficult to represent and annotate. Among the major frameworks for annotating discourse information, RST, PDTB and SDRT are widely discussed and used, each having its own theoretical foundation and focus. Corpora…

Computation and Language · Computer Science 2022-04-19 Yingxue Fu

The International Standards Organization (ISO) is developing a new standard for Graph Query Language, with a particular focus on graph patterns with repeating paths. The Linked Database Benchmark Council (LDBC) has developed benchmarks to…

Databases · Computer Science 2024-07-16 Malcolm Crowe , Fritz Laux

With the development of big corpora of various periods, it becomes crucial to standardise linguistic annotation (e.g. lemmas, POS tags, morphological annotation) to increase the interoperability of the data produced, despite diachronic…

Computation and Language · Computer Science 2020-11-24 Simon Gabay , Thibault Clérice , Jean-Baptiste Camps , Jean-Baptiste Tanguy , Matthias Gille-Levenson

Creating linguistic annotations requires more than just a reliable annotation scheme. Annotation can be a complex endeavour potentially involving many people, stages, and tools. This chapter outlines the process of creating end-to-end…

Computation and Language · Computer Science 2016-02-19 Mark A. Finlayson , Tomaž Erjavec

Recent works have emerged in multi-annotator learning that shift focus from Consensus-oriented Learning (CoL), which aggregates multiple annotations into a single ground-truth prediction, to Individual Tendency Learning (ITL), which models…

Machine Learning · Computer Science 2026-02-02 Liyun Zhang , Fengkai Liu , Xuanmeng Sha , Bowen Wang , Hong Liu , Zheng Lian

The digitisation campaigns carried out by libraries and archives in recent years have facilitated access to documents in their collections. However, exploring and exploiting these documents remain difficult tasks due to the sheer quantity…

Digital Libraries · Computer Science 2024-03-29 Nicolas Gutehrlé , Iana Atanassova

This paper provides an overview of the various projects carried out within ISO committee TC 37/SC 4 dealing with the management of language (digital) resources. On the basis of the technical experience gained in the committee and the wider…

Computation and Language · Computer Science 2015-10-28 Laurent Romary

Traditional image annotation tasks rely heavily on human effort for object selection and label assignment, making the process time-consuming and prone to decreased efficiency as annotators experience fatigue after extensive work. This paper…

Computer Vision and Pattern Recognition · Computer Science 2025-03-17 He Zhang , Xinyi Fu , John M. Carroll

Human annotation of natural language facilitates standardized evaluation of natural language processing systems and supports automated feature extraction. This document consists of instructions for annotating the temporal information in…

cmp-lg · Computer Science 2016-08-31 Tom O'Hara , Janyce Wiebe , Karen Payne

This paper gives a general description of the ideas behind the Parallel Meaning Bank, a framework with the aim to provide an easy way to annotate compositional semantics for texts written in languages other than English. The annotation…

Computation and Language · Computer Science 2021-01-01 Lasha Abzianidze , Rik van Noord , Chunliu Wang , Johan Bos

Lexical Markup Framework (LMF) or ISO 24613 [1] is a de jure standard that provides a framework for modelling and encoding lexical information in retrodigitised print dictionaries and NLP lexical databases. An in-depth review is currently…

Computation and Language · Computer Science 2019-06-06 Laurent Romary , Mohamed Khemakhem , Fahad Khan , Jack Bowers , Nicoletta Calzolari , Monte George , Mandy Pet , Piotr Bański

Large Language Models (LLMs) have ushered in a new era of text annotation, as their ease-of-use, high accuracy, and relatively low costs have meant that their use has exploded in recent months. However, the rapid growth of the field has…

Computation and Language · Computer Science 2024-02-09 Petter Törnberg

This paper describes a new modelling language for the effective design of Java annotations. Since their inclusion in the 5th edition of Java, annotations have grown from a useful tool for the addition of meta-data to play a central role in…

Programming Languages · Computer Science 2019-10-02 Irene Córdoba , Juan de Lara

Grammatical Error Correction (GEC) relies on accurate error annotation and evaluation, yet existing frameworks, such as $\texttt{errant}$, face limitations when extended to typologically diverse languages. In this paper, we introduce a…

Computation and Language · Computer Science 2025-06-10 Mengyang Qiu , Tran Minh Nguyen , Zihao Huang , Zelong Li , Yang Gu , Qingyu Gao , Siliang Liu , Jungyeul Park