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This paper describes our participation in SemEval 2024 Task 3, which focused on Multimodal Emotion Cause Analysis in Conversations. We developed an early prototype for an end-to-end system that uses graph-based methods from dependency…

计算与语言 · 计算机科学 2024-05-13 Ana Ezquerro , David Vilares

Processing of raw text is the crucial first step in text classification and sentiment analysis. However, text processing steps are often performed using off-the-shelf routines and pre-built word dictionaries without optimizing for domain,…

计算与语言 · 计算机科学 2020-07-28 Manar D. Samad , Nalin D. Khounviengxay , Megan A. Witherow

Analyzing memes on the internet has emerged as a crucial endeavor due to the impact this multi-modal form of content wields in shaping online discourse. Memes have become a powerful tool for expressing emotions and sentiments, possibly even…

The paper introduces our system for SemEval-2024 Task 1, which aims to predict the relatedness of sentence pairs. Operating under the hypothesis that semantic relatedness is a broader concept that extends beyond mere similarity of…

计算与语言 · 计算机科学 2024-10-15 Leixin Zhang , Çağrı Çöltekin

We describe the SemEval task of extracting keyphrases and relations between them from scientific documents, which is crucial for understanding which publications describe which processes, tasks and materials. Although this was a new task,…

计算与语言 · 计算机科学 2017-05-03 Isabelle Augenstein , Mrinal Das , Sebastian Riedel , Lakshmi Vikraman , Andrew McCallum

Question answering from semi-structured tables can be seen as a semantic parsing task and is significant and practical for pushing the boundary of natural language understanding. Existing research mainly focuses on understanding contents…

人工智能 · 计算机科学 2021-06-08 Xiaoyi Ruan , Meizhi Jin , Jian Ma , Haiqin Yang , Lianxin Jiang , Yang Mo , Mengyuan Zhou

Although neural networks are well suited for sequential transfer learning tasks, the catastrophic forgetting problem hinders proper integration of prior knowledge. In this work, we propose a solution to this problem by using a multi-task…

计算与语言 · 计算机科学 2017-04-13 Matthew Riemer , Elham Khabiri , Richard Goodwin

This paper presents the shared task on Multilingual Idiomaticity Detection and Sentence Embedding, which consists of two subtasks: (a) a binary classification task aimed at identifying whether a sentence contains an idiomatic expression,…

Sentiment Analysis aims to get the underlying viewpoint of the text, which could be anything that holds a subjective opinion, such as an online review, Movie rating, Comments on Blog posts etc. This paper presents a novel approach that…

信息检索 · 计算机科学 2014-06-10 Rahul Tejwani

Sentiment analysis is a helpful task to automatically analyse opinions and emotions on various topics in areas such as AI for Social Good, AI in Education or marketing. While many of the sentiment analysis systems are developed for English,…

计算与语言 · 计算机科学 2025-11-26 Koena Ronny Mabokela , Tim Schlippe , Mpho Raborife , Turgay Celik

Communicating through social platforms has become one of the principal means of personal communications and interactions. Unfortunately, healthy communication is often interfered by offensive language that can have damaging effects on the…

计算与语言 · 计算机科学 2025-02-19 Yasser Otiefy , Ahmed Abdelmalek , Islam El Hosary

Social media are an essential source of meaningful data that can be used in different tasks such as sentiment analysis and emotion recognition. Mostly, these tasks are solved with deep learning methods. Due to the fuzzy nature of textual…

计算与语言 · 计算机科学 2021-07-13 Olha Kaminska , Chris Cornelis , Veronique Hoste

This paper describes our system designed for SemEval-2023 Task 12: Sentiment analysis for African languages. The challenge faced by this task is the scarcity of labeled data and linguistic resources in low-resource settings. To alleviate…

计算与语言 · 计算机科学 2023-06-05 Dou Hu , Lingwei Wei , Yaxin Liu , Wei Zhou , Songlin Hu

In this paper we present our approach and the system description for Sub Task A of SemEval 2019 Task 9: Suggestion Mining from Online Reviews and Forums. Given a sentence, the task asks to predict whether the sentence consists of a…

This paper provides a method to classify sentiment with robust model based ensemble methods. We preprocess tweet data to enhance coverage of tokenizer. To reduce domain bias, we first train tweet dataset for pre-trained language model.…

计算与语言 · 计算机科学 2020-07-07 Wei-Yao Wang , Kai-Shiang Chang , Yu-Chien Tang

This article presents classifiers based on SVM and Convolutional Neural Networks (CNN) for the TASS 2017 challenge on tweets sentiment analysis. The classifier with the best performance in general uses a combination of SVM and CNN. The use…

计算与语言 · 计算机科学 2017-10-18 Aiala Rosá , Luis Chiruzzo , Mathias Etcheverry , Santiago Castro

In this paper we present our model on the task of emotion detection in textual conversations in SemEval-2019. Our model extends the Recurrent Convolutional Neural Network (RCNN) by using external fine-tuned word representations and DeepMoji…

计算与语言 · 计算机科学 2019-04-03 Peixiang Zhong , Chunyan Miao

Sentiment analysis, a popular technique for opinion mining, has been used by the software engineering research community for tasks such as assessing app reviews, developer emotions in issue trackers and developer opinions on APIs. Past…

计算与语言 · 计算机科学 2018-12-27 Achyudh Ram , Meiyappan Nagappan

Semantic Textual Similarity (STS) measures the meaning similarity of sentences. Applications include machine translation (MT), summarization, generation, question answering (QA), short answer grading, semantic search, dialog and…

计算与语言 · 计算机科学 2017-08-02 Daniel Cer , Mona Diab , Eneko Agirre , Iñigo Lopez-Gazpio , Lucia Specia

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…

计算与语言 · 计算机科学 2021-06-02 Matthew Shardlow , Richard Evans , Gustavo Henrique Paetzold , Marcos Zampieri
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