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An active line of research has used on-line data to study the ways in which discrete units of information---including messages, photos, product recommendations, group invitations---spread through social networks. There is relatively little…

Social and Information Networks · Computer Science 2017-04-10 Rahmtin Rotabi , Cristian Danescu-Niculescu-Mizil , Jon Kleinberg

Disagreement in natural language annotation has mostly been studied from a perspective of biases introduced by the annotators and the annotation frameworks. Here, we propose to analyze another source of bias: task design bias, which has a…

Computation and Language · Computer Science 2023-04-04 Valentina Pyatkin , Frances Yung , Merel C. J. Scholman , Reut Tsarfaty , Ido Dagan , Vera Demberg

Sharing a physical environment, such as that of a wall-display, facilitates gaining awareness of others' actions and intentions, thereby bringing benefits for collaboration. Previous studies have provided first insights on awareness in the…

Human-Computer Interaction · Computer Science 2024-01-18 Valérie Maquil , Dimitra Anastasiou , Hoorieh Afkari , Adrien Coppens , Johannes Hermen , Lou Schwartz

This paper presents an analysis of annotation using an automatic pre-annotation for a mid-level annotation complexity task -- dependency syntax annotation. It compares the annotation efforts made by annotators using a pre-annotated version…

Computation and Language · Computer Science 2023-06-16 Marie Mikulová , Milan Straka , Jan Štěpánek , Barbora Štěpánková , Jan Hajič

Context: Code annotations have gained widespread popularity in programming languages, offering developers the ability to attach metadata to code elements to define custom behaviors. Many modern frameworks and APIs use annotations to keep…

Software Engineering · Computer Science 2024-04-29 Eduardo Guerra , Everaldo Gomes , Jeferson Ferreira , Igor Wiese , Phyllipe Lima , Marco Gerosa , Paulo Meirelles

Language is a form of symbolic capital that affects people's lives in many ways (Bourdieu1977,1991). As a powerful means of communication, it reflects identities, cultures, traditions, and societies more broadly. Therefore, data in a given…

Computation and Language · Computer Science 2025-06-02 Nedjma Ousidhoum , Meriem Beloucif , Saif M. Mohammad

Annotated data plays a critical role in Natural Language Processing (NLP) in training models and evaluating their performance. Given recent developments in Large Language Models (LLMs), models such as ChatGPT demonstrate zero-shot…

Computation and Language · Computer Science 2024-03-18 Minzhi Li , Taiwei Shi , Caleb Ziems , Min-Yen Kan , Nancy F. Chen , Zhengyuan Liu , Diyi Yang

Machine learning transparency calls for interpretable explanations of how inputs relate to predictions. Feature attribution is a way to analyze the impact of features on predictions. Feature interactions are the contextual dependence…

Machine Learning · Statistics 2020-06-22 Michael Tsang , Sirisha Rambhatla , Yan Liu

In online collaborative learning environments, students create content and construct their own knowledge through complex interactions over time. To facilitate effective social learning and inclusive participation in this context, insights…

Computers and Society · Computer Science 2021-03-02 Renzhe Yu , John Scott , Zachary A. Pardos

Human-Computer Interaction has been shown to lead to improvements in machine learning systems by boosting model performance, accelerating learning and building user confidence. In this work, we aim to alleviate the expectation that human…

Machine Learning · Computer Science 2024-03-29 Jonathan Erskine , Matt Clifford , Alexander Hepburn , Raúl Santos-Rodríguez

Discourse-annotated corpora are an important resource for the community, but they are often annotated according to different frameworks. This makes comparison of the annotations difficult, thereby also preventing researchers from searching…

Computation and Language · Computer Science 2018-03-16 Vera Demberg , Fatemeh Torabi Asr , Merel Scholman

In many real world contexts, successful human-AI collaboration requires humans to productively integrate complementary sources of information into AI-informed decisions. However, in practice human decision-makers often lack understanding of…

Human-Computer Interaction · Computer Science 2023-01-30 Kenneth Holstein , Maria De-Arteaga , Lakshmi Tumati , Yanghuidi Cheng

Human-AI co-creativity involves humans and AI collaborating on a shared creative product as partners. In a creative collaboration, communication is an essential component among collaborators. In many existing co-creative systems users can…

Human-Computer Interaction · Computer Science 2022-06-07 Jeba Rezwana , Mary Lou Maher

Literary texts are usually rich in meanings and their interpretation complicates corpus studies and automatic processing. There have been several attempts to create collections of literary texts with annotation of literary elements like the…

Computation and Language · Computer Science 2021-11-16 Elena Mikhalkova , Timofei Protasov , Anastasiia Drozdova , Anastasiia Bashmakova , Polina Gavin

Automatically understanding the contents of an image is a highly relevant problem in practice. In e-commerce and social media settings, for example, a common problem is to automatically categorize user-provided pictures. Nowadays, a…

Computer Vision and Pattern Recognition · Computer Science 2022-10-24 Koby Bibas , Oren Sar Shalom , Dietmar Jannach

Time pressure and topic negotiation may impose constraints on how people leverage discourse relations (DRs) in spontaneous conversational contexts. In this work, we adapt a system of DRs for written language to spontaneous dialogue using…

Computation and Language · Computer Science 2026-02-20 S. Magalí López Cortez , Cassandra L. Jacobs

A lot of real-world phenomena are complex and cannot be captured by single task annotations. This causes a need for subsequent annotations, with interdependent questions and answers describing the nature of the subject at hand. Even in the…

Computation and Language · Computer Science 2020-10-05 Moritz Wolf , Dana Ruiter , Ashwin Geet D'Sa , Liane Reiners , Jan Alexandersson , Dietrich Klakow

Quantitative analysis of commonalities and differences between recorded music performances is an increasingly common task in computational musicology. A typical scenario involves manual annotation of different recordings of the same piece…

Multimedia · Computer Science 2020-09-28 Thassilo Gadermaier , Gerhard Widmer

As agents move into shared workspaces and their execution becomes visible, human-agent collaboration faces a fundamental shift from sequential delegation to concurrent co-creation. This raises a new coordination problem: what interaction…

Human-Computer Interaction · Computer Science 2026-04-08 Kihoon Son , Hyewon Lee , DaEun Choi , Yoonsu Kim , Tae Soo Kim , Yoonjoo Lee , John Joon Young Chung , HyunJoon Jung , Juho Kim

Although explainable computational creativity seeks to create and sustain computational models of creativity that foster a collaboratively creative process through explainability, there remains little to no work in supporting designers when…

Human-Computer Interaction · Computer Science 2023-08-21 Michael Clemens
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