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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…

Computation and Language · Computer Science 2023-06-05 Dou Hu , Lingwei Wei , Yaxin Liu , Wei Zhou , Songlin Hu

High-resource languages such as English, enables the pretraining of high-quality large language models (LLMs). The same can not be said for most other languages as LLMs still underperform for non-English languages, likely due to a gap in…

Computation and Language · Computer Science 2025-02-20 Jiayi Wang , Yao Lu , Maurice Weber , Max Ryabinin , David Adelani , Yihong Chen , Raphael Tang , Pontus Stenetorp

This paper describes a neural-network model which performed competitively (top 6) at the SemEval 2017 cross-lingual Semantic Textual Similarity (STS) task. Our system employs an attention-based recurrent neural network model that optimizes…

Computation and Language · Computer Science 2017-03-17 Wenli Zhuang , Ernie Chang

This paper explains our participation in task 1 of the CASE 2021 shared task. This task is about multilingual event extraction from news. We focused on sub-task 4, event information extraction. This sub-task has a small training dataset and…

Computation and Language · Computer Science 2021-08-05 Léo Bouscarrat , Antoine Bonnefoy , Cécile Capponi , Carlos Ramisch

We present the system we built for participating in SemEval-2016 Task 3 on Community Question Answering. We achieved the best results on subtask C, and strong results on subtasks A and B, by combining a rich set of various types of…

The growing interest in argument mining and computational argumentation brings with it a plethora of Natural Language Understanding (NLU) tasks and corresponding datasets. However, as with many other NLU tasks, the dominant language is…

Computation and Language · Computer Science 2020-10-14 Orith Toledo-Ronen , Matan Orbach , Yonatan Bilu , Artem Spector , Noam Slonim

In this paper, we describe our submission to SemEval-2019 Task 4 on Hyperpartisan News Detection. Our system relies on a variety of engineered features originally used to detect propaganda. This is based on the assumption that biased…

We present our shared task on evaluating the adaptability of LLMs and NLP systems across multiple languages and cultures. The task data consist of an extended version of our manually constructed BLEnD benchmark (Myung et al. 2024), covering…

This paper presents Adam Mickiewicz University's (AMU) submissions to the constrained track of the WMT 2022 General MT Task. We participated in the Ukrainian $\leftrightarrow$ Czech translation directions. The systems are a weighted…

Computation and Language · Computer Science 2022-09-08 Artur Nowakowski , Gabriela Pałka , Kamil Guttmann , Mikołaj Pokrywka

This paper presents the findings from the third edition of the Chat Translation Shared Task. As with previous editions, the task involved translating bilingual customer support conversations, specifically focusing on the impact of…

Computation and Language · Computer Science 2024-10-16 Wafaa Mohammed , Sweta Agrawal , M. Amin Farajian , Vera Cabarrão , Bryan Eikema , Ana C. Farinha , José G. C. de Souza

This paper presents a zero-shot system for fact-checked claim retrieval. We employed several state-of-the-art large language models to obtain text embeddings. The models were then combined to obtain the best possible result. Our approach…

Computation and Language · Computer Science 2025-08-14 Ladislav Lenc , Daniel Cífka , Jiří Martínek , Jakub Šmíd , Pavel Král

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…

Computation and Language · Computer Science 2022-07-19 Dou Hu , Mengyuan Zhou , Xiyang Du , Mengfei Yuan , Meizhi Jin , Lianxin Jiang , Yang Mo , Xiaofeng Shi

We present the contribution of the Unbabel team to the WMT 2019 Shared Task on Quality Estimation. We participated on the word, sentence, and document-level tracks, encompassing 3 language pairs: English-German, English-Russian, and…

Computation and Language · Computer Science 2019-09-13 Fabio Kepler , Jonay Trénous , Marcos Treviso , Miguel Vera , António Góis , M. Amin Farajian , António V. Lopes , André F. T. Martins

We present our system for SemEval-2026 Task 9: Multilingual Polarization Detection, a binary classification task spanning 22 languages. Our approach fine-tunes separate Gemma~3 models (12B and 27B parameters) per language using Low-Rank…

Computation and Language · Computer Science 2026-05-07 Srikar Kashyap Pulipaka

This paper describes the systems that we submitted to the WMT19 Machine Translation robustness task. This task aims to improve MT's robustness to noise found on social media, like informal language, spelling mistakes and other orthographic…

Computation and Language · Computer Science 2019-07-16 Alexandre Bérard , Ioan Calapodescu , Claude Roux

The paper describes the systems submitted to SemEval-2020 Task 8: Memotion by the `NIT-Agartala-NLP-Team'. A dataset of 8879 memes was made available by the task organizers to train and test our models. Our systems include a Logistic…

Computation and Language · Computer Science 2020-05-19 Steve Durairaj Swamy , Shubham Laddha , Basil Abdussalam , Debayan Datta , Anupam Jamatia

This paper presents our contribution to PolEval 2019 Task 6: Hate speech and bullying detection. We describe three parallel approaches that we followed: fine-tuning a pre-trained ULMFiT model to our classification task, fine-tuning a…

Computation and Language · Computer Science 2019-06-25 Renard Korzeniowski , Rafał Rolczyński , Przemysław Sadownik , Tomasz Korbak , Marcin Możejko

With the increasing number of clinical trial reports generated every day, it is becoming hard to keep up with novel discoveries that inform evidence-based healthcare recommendations. To help automate this process and assist medical experts,…

Computation and Language · Computer Science 2023-05-03 Juraj Vladika , Florian Matthes

This paper describes the architecture of our system developed for Task 3 of SemEval-2024: Multimodal Emotion-Cause Analysis in Conversations. Our project targets the challenges of subtask 2, dedicated to Multimodal Emotion-Cause Pair…

Computation and Language · Computer Science 2025-01-30 Meng Luo , Han Zhang , Shengqiong Wu , Bobo Li , Hong Han , Hao Fei

The widespread popularity of social media has led to an increase in hateful, abusive, and sexist language, motivating methods for the automatic detection of such phenomena. The goal of the SemEval shared task \textit{Towards Explainable…

Computation and Language · Computer Science 2023-06-07 Janis Goldzycher
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