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Related papers: TempEval-3: Evaluating Events, Time Expressions, a…

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Event temporal relation extraction~(ETRE) is usually formulated as a multi-label classification task, where each type of relation is simply treated as a one-hot label. This formulation ignores the meaning of relations and wipes out their…

Computation and Language · Computer Science 2023-05-30 Quzhe Huang , Yutong Hu , Shengqi Zhu , Yansong Feng , Chang Liu , Dongyan Zhao

Recently, sentiment analysis has received a lot of attention due to the interest in mining opinions of social media users. Sentiment analysis consists in determining the polarity of a given text, i.e., its degree of positiveness or…

Computation and Language · Computer Science 2016-12-19 Eric S. Tellez , Sabino Miranda Jiménez , Mario Graff , Daniela Moctezuma , Ranyart R. Suárez , Oscar S. Siordia

What is the relation between a word and its description, or a word and its embedding? Both descriptions and embeddings are semantic representations of words. But, what information from the original word remains in these representations? Or…

Computation and Language · Computer Science 2022-05-17 Damir Korenčić , Ivan Grubišić

We present a novel semantic framework for modeling temporal relations and event durations that maps pairs of events to real-valued scales. We use this framework to construct the largest temporal relations dataset to date, covering the…

Computation and Language · Computer Science 2019-06-05 Siddharth Vashishtha , Benjamin Van Durme , Aaron Steven White

We define EVL, a minimal higher-order functional language to deal with generic events. The notion of generic event extends the well-known notion of event traditionally used in a variety of areas, such as database management, concurrency,…

Logic in Computer Science · Computer Science 2021-11-01 Sandra Alves , Maribel Fernández , Miguel Ramos

This paper presents the results and main findings of SemEval-2021 Task 1 - Lexical Complexity Prediction. We provided participants with an augmented version of the CompLex Corpus (Shardlow et al 2020). CompLex is an English multi-domain…

Computation and Language · Computer Science 2021-06-02 Matthew Shardlow , Richard Evans , Gustavo Henrique Paetzold , Marcos Zampieri

This paper presents the team BRUMS submission to SemEval-2020 Task 3: Graded Word Similarity in Context. The system utilises state-of-the-art contextualised word embeddings, which have some task-specific adaptations, including stacked…

Computation and Language · Computer Science 2021-05-21 Hansi Hettiarachchi , Tharindu Ranasinghe

This paper presents our system for SemEval 2025 Task 11: Bridging the Gap in Text-Based Emotion Detection (Track A), which focuses on multi-label emotion detection in short texts. We propose a feature-centric framework that dynamically…

Computation and Language · Computer Science 2026-02-05 Ziyi Huang , Xia Cui

Persuasion techniques detection in news in a multi-lingual setup is non-trivial and comes with challenges, including little training data. Our system successfully leverages (back-)translation as data augmentation strategies with…

Computation and Language · Computer Science 2023-04-28 Neele Falk , Annerose Eichel , Prisca Piccirilli

Besides temporal information explicitly available in verbs and adjuncts, the temporal interpretation of a text also depends on general world knowledge and default assumptions. We will present a theory for describing the relation between, on…

Computation and Language · Computer Science 2009-09-25 Sven Verdoolaege , Marc Denecker , Ness Schelkens , Danny De Schreye , Frank Van Eynde

Automatic annotation of temporal expressions is a research challenge of great interest in the field of information extraction. Gold standard temporally-annotated resources are limited in size, which makes research using them difficult.…

Computation and Language · Computer Science 2012-11-13 Leon Derczynski , Héctor Llorens , Estela Saquete

The digital landscape is rapidly evolving with an ever-increasing volume of online news, emphasizing the need for swift and precise analysis of complex events. We refer to the complex events composed of many news articles over an extended…

Computation and Language · Computer Science 2024-06-05 Zhihan Zhang , Yixin Cao , Chenchen Ye , Yunshan Ma , Lizi Liao , Tat-Seng Chua

Possibilities for using semantic parsing to estimate the correspondence of text materials to teaching aims, correspondence of test task to theoretical materials and other problems arising during the distance course designing and educational…

Computers and Society · Computer Science 2018-07-03 Andrii Striuk

The SemEval-2010 benchmark dataset has brought renewed attention to the task of automatic keyphrase extraction. This dataset is made up of scientific articles that were automatically converted from PDF format to plain text and thus require…

Computation and Language · Computer Science 2016-10-26 Florian Boudin , Hugo Mougard , Damien Cram

In this paper, we propose a neural architecture and a set of training methods for ordering events by predicting temporal relations. Our proposed models receive a pair of events within a span of text as input and they identify temporal…

Event definitions in Complex Event Processing systems are constrained by the expressiveness of each system's language. Some systems allow the definition of instantaneous complex events, while others allow the definition of durative complex…

Logic in Computer Science · Computer Science 2021-08-31 Manolis Pitsikalis , Alexei Lisitsa , Shan Luo

We present the TAPAS contribution to the Shared Task on Statement Verification and Evidence Finding with Tables (SemEval 2021 Task 9, Wang et al. (2021)). SEM TAB FACT Task A is a classification task of recognizing if a statement is…

Computation and Language · Computer Science 2021-04-05 Thomas Müller , Julian Martin Eisenschlos , Syrine Krichene

Multi-party conversation generation, such as smart reply and collaborative assistants, is an increasingly important capability of generative AI, yet its evaluation remains a critical bottleneck. Compared to two-party dialogue, multi-party…

Computation and Language · Computer Science 2026-03-06 Minxing Zhang , Yi Yang , Zhuofan Jia , Xuan Yang , Jian Pei , Yuchen Zang , Xingwang Deng , Xianglong Chen

This paper presents a novel approach for multi-label emotion detection, where Llama-3 is used to generate explanatory content that clarifies ambiguous emotional expressions, thereby enhancing RoBERTa's emotion classification performance. By…

Machine Learning · Computer Science 2025-04-17 Niloofar Ranjbar , Hamed Baghbani

Detecting meaningful events in an untrimmed video is essential for dense video captioning. In this work, we propose a novel and simple model for event sequence generation and explore temporal relationships of the event sequence in the…

Computer Vision and Pattern Recognition · Computer Science 2020-06-16 Yuqing Song , Shizhe Chen , Yida Zhao , Qin Jin
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