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In this paper, we describe an approach for modelling causal reasoning in natural language by detecting counterfactuals in text using multi-head self-attention weights. We use pre-trained transformer models to extract contextual embeddings…

计算与语言 · 计算机科学 2020-06-02 Rajaswa Patil , Veeky Baths

We present our system for semantic frame induction that showed the best performance in Subtask B.1 and finished as the runner-up in Subtask A of the SemEval 2019 Task 2 on unsupervised semantic frame induction (QasemiZadeh et al., 2019).…

计算与语言 · 计算机科学 2019-10-22 Saba Anwar , Dmitry Ustalov , Nikolay Arefyev , Simone Paolo Ponzetto , Chris Biemann , Alexander Panchenko

This paper describes work of the BUT-FIT's team at SemEval 2020 Task 4 - Commonsense Validation and Explanation. We participated in all three subtasks. In subtasks A and B, our submissions are based on pretrained language representation…

计算与语言 · 计算机科学 2020-08-24 Josef Jon , Martin Fajčík , Martin Dočekal , Pavel Smrž

This paper presents our strategy to address the SemEval-2022 Task 3 PreTENS: Presupposed Taxonomies Evaluating Neural Network Semantics. The goal of the task is to identify if a sentence is deemed acceptable or not, depending on the…

计算与语言 · 计算机科学 2022-10-10 Injy Sarhan , Pablo Mosteiro , Marco Spruit

Existing Machine Learning techniques yield close to human performance on text-based classification tasks. However, the presence of multi-modal noise in chat data such as emoticons, slang, spelling mistakes, code-mixed data, etc. makes…

计算与语言 · 计算机科学 2019-04-09 Parag Agrawal , Anshuman Suri

The growth of pending legal cases in populous countries, such as India, has become a major issue. Developing effective techniques to process and understand legal documents is extremely useful in resolving this problem. In this paper, we…

计算与语言 · 计算机科学 2023-07-20 Xin Jin , Yuchen Wang

This paper describes our NIHRIO system for SemEval-2018 Task 3 "Irony detection in English tweets". We propose to use a simple neural network architecture of Multilayer Perceptron with various types of input features including: lexical,…

计算与语言 · 计算机科学 2018-04-10 Thanh Vu , Dat Quoc Nguyen , Xuan-Son Vu , Dai Quoc Nguyen , Michael Catt , Michael Trenell

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

This paper describes our system for Task 4 of SemEval-2021: Reading Comprehension of Abstract Meaning (ReCAM). We participated in all subtasks where the main goal was to predict an abstract word missing from a statement. We fine-tuned the…

计算与语言 · 计算机科学 2021-04-06 Abhishek Mittal , Ashutosh Modi

Multilingual hallucination detection stands as an underexplored challenge, which the Mu-SHROOM shared task seeks to address. In this work, we propose an efficient, training-free LLM prompting strategy that enhances detection by translating…

This paper describes our submission to SemEval-2019 Task 7: RumourEval: Determining Rumor Veracity and Support for Rumors. We participated in both subtasks. The goal of subtask A is to classify the type of interaction between a rumorous…

计算与语言 · 计算机科学 2020-11-30 Ipek Baris , Lukas Schmelzeisen , Steffen Staab

Hate speech detection in Devanagari-scripted social media memes presents compounded challenges: multimodal content structure, script-specific linguistic complexity, and extreme data scarcity in low-resource settings. This paper presents our…

计算与语言 · 计算机科学 2026-04-17 Samir Wagle , Reewaj Khanal , Abiral Adhikari

This paper describes our submission for SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes. The task involves detecting hallucinated spans in text generated by…

计算与语言 · 计算机科学 2025-05-28 Baraa Hikal , Ahmed Nasreldin , Ali Hamdi

Hallucinations are one of the major problems of LLMs, hindering their trustworthiness and deployment to wider use cases. However, most of the research on hallucinations focuses on English data, neglecting the multilingual nature of LLMs.…

计算与语言 · 计算机科学 2025-07-02 Miriam Anschütz , Ekaterina Gikalo , Niklas Herbster , Georg Groh

This paper describes our winning contribution to SemEval 2018 Task 4: Character Identification on Multiparty Dialogues. It is a simple, standard model with one key innovation, an entity library. Our results show that this innovation greatly…

计算与语言 · 计算机科学 2018-05-16 Laura Aina , Carina Silberer , Ionut-Teodor Sorodoc , Matthijs Westera , Gemma Boleda

This paper presents the results of the SHROOM, a shared task focused on detecting hallucinations: outputs from natural language generation (NLG) systems that are fluent, yet inaccurate. Such cases of overgeneration put in jeopardy many NLG…

This paper describes our system on SemEval-2023 Task 10: Explainable Detection of Online Sexism (EDOS). This work aims to design an automatic system for detecting and classifying sexist content in online spaces. We propose a set of…

计算与语言 · 计算机科学 2023-05-12 Hadiseh Mahmoudi

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,…

Misogyny and sexism are growing problems in social media. Advances have been made in online sexism detection but the systems are often uninterpretable. SemEval-2023 Task 10 on Explainable Detection of Online Sexism aims at increasing…

计算与语言 · 计算机科学 2023-06-09 Konstantin Chernyshev , Ekaterina Garanina , Duygu Bayram , Qiankun Zheng , Lukas Edman

This paper describes my participation in the SemEval-2022 Task 4: Patronizing and Condescending Language Detection. I participate in both subtasks: Patronizing and Condescending Language (PCL) Identification and Patronizing and…

计算与语言 · 计算机科学 2022-11-15 Jinghua Xu