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Textual data annotation, the process of labeling or tagging text with relevant information, is typically costly, time-consuming, and labor-intensive. While large language models (LLMs) have demonstrated their potential as direct…

计算与语言 · 计算机科学 2025-08-12 Yu-Min Tseng , Wei-Lin Chen , Chung-Chi Chen , Hsin-Hsi Chen

Automated decision support can accelerate tedious tasks as users can focus their attention where it is needed most. However, a key concern is whether users overly trust or cede agency to automation. In this paper, we investigate the effects…

人机交互 · 计算机科学 2021-03-30 Ariel Levy , Monica Agrawal , Arvind Satyanarayan , David Sontag

Analyzing the sentiments of legal opinions available in Legal Opinion Texts can facilitate several use cases such as legal judgement prediction, contradictory statements identification and party-based sentiment analysis. However, the task…

计算与语言 · 计算机科学 2020-11-03 Gathika Ratnayaka , Nisansa de Silva , Amal Shehan Perera , Ramesh Pathirana

Annotated data is an essential ingredient in natural language processing for training and evaluating machine learning models. It is therefore very desirable for the annotations to be of high quality. Recent work, however, has shown that…

计算与语言 · 计算机科学 2022-09-27 Jan-Christoph Klie , Bonnie Webber , Iryna Gurevych

Data quality is crucial for training accurate, unbiased, and trustworthy machine learning models as well as for their correct evaluation. Recent works, however, have shown that even popular datasets used to train and evaluate…

计算与语言 · 计算机科学 2024-03-12 Jan-Christoph Klie , Richard Eckart de Castilho , Iryna Gurevych

Sign Language (SL) linguistic is dependent on the expensive task of annotating. Some automation is already available for low-level information (eg. body part tracking) and the lexical level has shown significant progresses. The syntactic…

计算与语言 · 计算机科学 2014-06-26 Rémi Dubot , Christophe Collet

Goal-oriented dialogue systems typically communicate with a backend (e.g. database, Web API) to complete certain tasks to reach a goal. The intents that a dialogue system can recognize are mostly included to the system by the developer…

计算与语言 · 计算机科学 2018-07-04 Umutcan Şimşek , Dieter Fensel

This paper explores using GPT-3.5 and GPT-4 to automate the data annotation process with automatic prompting techniques. The main aim of this paper is to reuse human annotation guidelines along with some annotated data to design automatic…

计算与语言 · 计算机科学 2024-07-08 Sachin Yadav , Tejaswi Choppa , Dominik Schlechtweg

Interactive segmentation plays a crucial role in accelerating the annotation, particularly in domains requiring specialized expertise such as nuclear medicine. For example, annotating lesions in whole-body Positron Emission Tomography (PET)…

图像与视频处理 · 电气工程与系统科学 2024-04-03 Zdravko Marinov , Moon Kim , Jens Kleesiek , Rainer Stiefelhagen

With the increased popularity of electronic textbooks, there is a growing interests in developing a new generation of "intelligent textbooks", which have the ability to guide the readers according to their learning goals and current…

信息检索 · 计算机科学 2020-06-11 Mengdi Wang , Hung Chau , Khushboo Thaker , Peter Brusilovsky , Daqing He

Annotated datasets are commonly used in the training and evaluation of tasks involving natural language and vision (image description generation, action recognition and visual question answering). However, many of the existing datasets…

计算机视觉与模式识别 · 计算机科学 2016-07-12 Gitit Kehat , James Pustejovsky

In recent work we have presented a formal framework for linguistic annotation based on labeled acyclic digraphs. These `annotation graphs' offer a simple yet powerful method for representing complex annotation structures incorporating…

计算与语言 · 计算机科学 2007-05-23 Steven Bird , Mark Liberman

When using vision-based approaches to classify individual parking spaces between occupied and empty, human experts often need to annotate the locations and label a training set containing images collected in the target parking lot to…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Andre G. Hochuli , Alceu S. Britto , Paulo R. L. de Almeida , Williams B. S. Alves , Fabio M. C. Cagni

The goal of this paper is two-fold: to present an abstract data model for linguistic annotations and its implementation using XML, RDF and related standards; and to outline the work of a newly formed committee of the International Standards…

计算与语言 · 计算机科学 2009-11-11 Nancy Ide , Laurent Romary

$ $Dialogue systems are evaluated depending on their type and purpose. Two categories are often distinguished: (1) task-oriented dialogue systems (TDS), which are typically evaluated on utility, i.e., their ability to complete a specified…

信息检索 · 计算机科学 2022-04-27 Clemencia Siro , Mohammad Aliannejadi , Maarten de Rijke

Despite the ubiquity of communicative visualizations, specifying communicative intent during design is ad hoc. Whether we are selecting from a set of visualizations, commissioning someone to produce them, or creating them ourselves, an…

人机交互 · 计算机科学 2021-08-09 Elsie Lee-Robbins , Shiqing He , Eytan Adar

This research explores the annotation of rhetorical relations in discourse using the INCEpTION tool and compares manual annotation with automatic approaches based on large language models. The study focuses on sports reports (specifically…

计算与语言 · 计算机科学 2025-10-07 Mehedi Hasan Emon

This paper describes an approach to assessing semantic annotation activities based on formal concept analysis (FCA). In this approach, annotators use taxonomical ontologies created by domain experts to annotate digital resources. Then,…

Pre-trained language models have shown excellent results in few-shot learning scenarios using in-context learning. Although it is impressive, the size of language models can be prohibitive to make them usable in on-device applications, such…

计算与语言 · 计算机科学 2022-04-27 Navid Rezaei , Marek Z. Reformat

Existing discourse corpora are annotated based on different frameworks, which show significant dissimilarities in definitions of arguments and relations and structural constraints. Despite surface differences, these frameworks share basic…

计算与语言 · 计算机科学 2024-04-09 Yingxue Fu