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Patronizing and condescending language (PCL) has a large harmful impact and is difficult to detect, both for human judges and existing NLP systems. At SemEval-2022 Task 4, we propose a novel Transformer-based model and its ensembles to…

计算与语言 · 计算机科学 2022-07-19 Dou Hu , Mengyuan Zhou , Xiyang Du , Mengfei Yuan , Meizhi Jin , Lianxin Jiang , Yang Mo , Xiaofeng Shi

This paper describes our system designed for SemEval-2022 Task 8: Multilingual News Article Similarity. We proposed a linguistics-inspired model trained with a few task-specific strategies. The main techniques of our system are: 1) data…

计算与语言 · 计算机科学 2022-04-12 Zihang Xu , Ziqing Yang , Yiming Cui , Zhigang Chen

We describe SemEval-2022 Task 7, a shared task on rating the plausibility of clarifications in instructional texts. The dataset for this task consists of manually clarified how-to guides for which we generated alternative clarifications and…

计算与语言 · 计算机科学 2023-09-22 Michael Roth , Talita Anthonio , Anna Sauer

This paper describes our system that was designed for Humor evaluation within the SemEval-2020 Task 7. The system is based on convolutional neural network architecture. We investigate the system on the official dataset, and we provide more…

计算与语言 · 计算机科学 2020-08-26 Martin Docekal , Martin Fajcik , Josef Jon , Pavel Smrz

While the use of machine learning for the detection of propaganda techniques in text has garnered considerable attention, most approaches focus on "black-box" solutions with opaque inner workings. Interpretable approaches provide a…

计算与语言 · 计算机科学 2024-07-17 Kyle Hamilton , Luca Longo , Bojan Bozic

This work presents an ensemble system based on various uni-modal and bi-modal model architectures developed for the SemEval 2022 Task 5: MAMI-Multimedia Automatic Misogyny Identification. The challenge organizers provide an English meme…

计算与语言 · 计算机科学 2022-04-11 Wentao Yu , Benedikt Boenninghoff , Jonas Roehrig , Dorothea Kolossa

Text categorization is the task of assigning labels to documents written in a natural language, and it has numerous real-world applications including sentiment analysis as well as traditional topic assignment tasks. In this paper, we…

计算与语言 · 计算机科学 2020-03-05 Changzeng Fu , Chaoran Liu , Carlos Toshinori Ishi , Yuichiro Yoshikawa , Hiroshi Ishiguro

This paper describes SChME (Semantic Change Detection with Model Ensemble), a method usedin SemEval-2020 Task 1 on unsupervised detection of lexical semantic change. SChME usesa model ensemble combining signals of distributional models…

计算与语言 · 计算机科学 2020-12-04 Maurício Gruppi , Sibel Adali , Pin-Yu Chen

This paper describes our contribution to SemEval-2020 Task 7: Assessing Humor in Edited News Headlines. Here we present a method based on a deep neural network. In recent years, quite some attention has been devoted to humor production and…

计算与语言 · 计算机科学 2021-05-12 Rida Miraj , Masaki Aono

This paper describes our approach to hierarchical multi-label detection of persuasion techniques in meme texts. Our model, developed as a part of the recent SemEval task, is based on fine-tuning individual language models (BERT,…

计算与语言 · 计算机科学 2024-07-04 Kota Shamanth Ramanath Nayak , Leila Kosseim

This paper presents our system developed for the SemEval-2025 Task 9: The Food Hazard Detection Challenge. The shared task's objective is to evaluate explainable classification systems for classifying hazards and products in two levels of…

This paper describes our efforts in tackling Task 5 of SemEval-2020. The task involved detecting a class of textual expressions known as counterfactuals and separating them into their constituent elements. Counterfactual statements describe…

计算与语言 · 计算机科学 2020-07-22 Anirudh Anil Ojha , Rohin Garg , Shashank Gupta , Ashutosh Modi

Processing complex and ambiguous named entities is a challenging research problem, but it has not received sufficient attention from the natural language processing community. In this short paper, we present our participation in the English…

计算与语言 · 计算机科学 2022-03-08 Ngoc Minh Lai

In this paper, we share our best performing submission to the Arabic AI Tasks Evaluation Challenge (ArAIEval) at ArabicNLP 2023. Our focus was on Task 1, which involves identifying persuasion techniques in excerpts from tweets and news…

A novel solution to span detection and classification is presented in which a BART EncoderDecoder model is used to transform textual input into a version with XML-like marked up spans. This markup is subsequently translated to an…

计算与语言 · 计算机科学 2021-07-13 Cees Roele

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

Luminoso participated in the SemEval 2018 task on "Capturing Discriminative Attributes" with a system based on ConceptNet, an open knowledge graph focused on general knowledge. In this paper, we describe how we trained a linear classifier…

计算与语言 · 计算机科学 2018-12-12 Robyn Speer , Joanna Lowry-Duda

Multi-domain detection of the machine-generated code snippets in various programming languages is a challenging task. SemEval-2026 Task~13 copes with this challenge in various angles, as a binary detection problem as well as attribution of…

机器学习 · 计算机科学 2026-04-24 Adam Skurla , Dominik Macko , Jakub Simko

In this paper, we highlight our approach for the "Arabic AI Tasks Evaluation (ArAiEval) Shared Task 2023". We present our approaches for task 1-A and task 2-A of the shared task which focus on persuasion technique detection and…

计算与语言 · 计算机科学 2023-12-01 Sudeep Mangalvedhekar , Kshitij Deshpande , Yash Patwardhan , Vedant Deshpande , Ravindra Murumkar

his paper describes our techniques to detect hate speech against women and immigrants on Twitter in multilingual contexts, particularly in English and Spanish. The challenge was designed by SemEval-2019 Task 5, where the participants need…

计算与语言 · 计算机科学 2020-11-30 Alvi Md Ishmam