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Sarcasm fundamentally alters meaning through tone and context, yet detecting it in speech remains a challenge due to data scarcity. In addition, existing detection systems often rely on multimodal data, limiting their applicability in…

计算与语言 · 计算机科学 2026-04-21 Zhu Li , Yuqing Zhang , Xiyuan Gao , Shekhar Nayak , Matt Coler

Many recent works aim at developing methods and tools for the processing of semantic Web services. In order to be properly tested, these tools must be applied to an appropriate benchmark, taking the form of a collection of semantic WS…

软件工程 · 计算机科学 2015-02-04 Cihan Aksoy , Vincent Labatut , Chantal Cherifi , Jean-François Santucci

This paper describes our resource-building results for an eight-week JHU Human Language Technology Center of Excellence Summer Camp for Applied Language Exploration (SCALE-2009) on Semantically-Informed Machine Translation. Specifically, we…

计算与语言 · 计算机科学 2014-10-21 Kathryn Baker , Michael Bloodgood , Bonnie J. Dorr , Nathaniel W. Filardo , Lori Levin , Christine Piatko

We introduce AnnoABSA, the first web-based annotation tool to support the full spectrum of Aspect-Based Sentiment Analysis (ABSA) tasks. The tool is highly customizable, enabling flexible configuration of sentiment elements and…

计算与语言 · 计算机科学 2026-03-03 Nils Constantin Hellwig , Jakob Fehle , Udo Kruschwitz , Christian Wolff

Document Information Extraction (DIE) has attracted increasing attention due to its various advanced applications in the real world. Although recent literature has already achieved competitive results, these approaches usually fail when…

计算与语言 · 计算机科学 2022-07-12 Haoyu Cao , Jiefeng Ma , Antai Guo , Yiqing Hu , Hao Liu , Deqiang Jiang , Yinsong Liu , Bo Ren

Progress in neural grammatical error correction (GEC) is hindered by the lack of annotated training data. Sufficient amounts of high-quality manually annotated data are not available, so recent research has relied on generating synthetic…

计算与语言 · 计算机科学 2023-11-21 Andrey Bout , Alexander Podolskiy , Sergey Nikolenko , Irina Piontkovskaya

Successful management of emotional stimuli is a pivotal issue concerning Affective Computing (AC) and the related research. As a subfield of Artificial Intelligence, AC is concerned not only with the design of computer systems and the…

人工智能 · 计算机科学 2009-03-05 Marko Horvat , Sinisa Popovic , Nikola Bogunovic , Kresimir Cosic

Analyzing user opinion changes in long conversation threads is extremely critical for applications like enhanced personalization, market research, political campaigns, customer service, targeted advertising, and content moderation.…

计算与语言 · 计算机科学 2025-05-27 Mounika Marreddy , Subba Reddy Oota , Venkata Charan Chinni , Manish Gupta , Lucie Flek

We describe an annotation initiative to capture the scholarly contributions in natural language processing (NLP) articles, particularly, for the articles that discuss machine learning (ML) approaches for various information extraction…

计算与语言 · 计算机科学 2020-09-04 Jennifer D'Souza , Sören Auer

Hate speech detection is a crucial task, especially on social media, where harmful content can spread quickly. Implementing machine learning models to automatically identify and address hate speech is essential for mitigating its impact and…

计算与语言 · 计算机科学 2025-08-19 Somaiyeh Dehghan , Mehmet Umut Sen , Berrin Yanikoglu

Misinformation spreads rapidly on social media, confusing the truth and targeting potentially vulnerable people. To effectively mitigate the negative impact of misinformation, it must first be accurately detected before applying a…

机器学习 · 计算机科学 2025-07-29 Owen Cook , Charlie Grimshaw , Ben Wu , Sophie Dillon , Jack Hicks , Luke Jones , Thomas Smith , Matyas Szert , Xingyi Song

Recent advances in natural language processing (NLP) have contributed to the development of automated writing evaluation (AWE) systems that can correct grammatical errors. However, while these systems are effective at improving text, they…

计算与语言 · 计算机科学 2025-08-12 Steven Coyne , Diana Galvan-Sosa , Ryan Spring , Camélia Guerraoui , Michael Zock , Keisuke Sakaguchi , Kentaro Inui

Active learning algorithms automatically identify the most informative samples from large amounts of unlabeled data and tremendously reduce human annotation effort in inducing a machine learning model. In a conventional active learning…

机器学习 · 计算机科学 2026-04-28 Varun Totakura , Ankita Singh , Yushun Dong , Shayok Chakraborty

Event detection (ED), a key subtask of information extraction, aims to recognize instances of specific event types in text. Previous studies on the task have verified the effectiveness of integrating syntactic dependency into graph…

计算与语言 · 计算机科学 2020-09-30 Shiyao Cui , Bowen Yu , Tingwen Liu , Zhenyu Zhang , Xuebin Wang , Jinqiao Shi

Commodity News contains a wealth of information such as sum-mary of the recent commodity price movement and notable events that led tothe movement. Through event extraction, useful information extracted fromcommodity news is extremely…

计算与语言 · 计算机科学 2021-08-26 Meisin Lee , Lay-Ki Soon , Eu-Gene Siew , Ly Fie Sugianto

The construction of high-quality parallel corpora for translation research has increasingly evolved from simple sentence alignment to complex, multi-layered annotation tasks. This methodological shift presents significant challenges for…

计算与语言 · 计算机科学 2026-02-12 Baorong Huang , Ali Asiri

In simultaneous interpreting, an interpreter renders a source speech into another language with a very short lag, much sooner than sentences are finished. In order to understand and later reproduce this dynamic and complex task…

计算与语言 · 计算机科学 2025-06-06 Dávid Javorský , Ondřej Bojar , François Yvon

The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

Instead of using a single ground truth for language processing tasks, several recent studies have examined how to represent and predict the labels of the set of annotators. However, often little or no information about annotators is known,…

计算与语言 · 计算机科学 2023-10-24 Joan Plepi , Béla Neuendorf , Lucie Flek , Charles Welch

The quality of the dataset is crucial for ensuring optimal performance and reliability of downstream task models. However, datasets often contain noisy data inadvertently included during the construction process. Numerous attempts have been…

计算与语言 · 计算机科学 2024-09-25 Juhwan Choi , Jungmin Yun , Kyohoon Jin , YoungBin Kim