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Related papers: Multilingual Target-Stance Extraction

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Large language models have shown strong reasoning capabilities through chain-structured methods such as Chain-of-Thought. Recent studies optimize thought structures by generating parallel or tree-like structures, switching between long and…

Computation and Language · Computer Science 2025-10-30 Jinghan Zhang , Fengran Mo , Tharindu Cyril Weerasooriya , Xinyue Ye , Dongjie Wang , Yanjie Fu , Kunpeng Liu

The aim of the CASE 2021 Shared Task 1 (H\"urriyeto\u{g}lu et al., 2021) was to detect and classify socio-political and crisis event information at document, sentence, cross-sentence, and token levels in a multilingual setting, with each of…

Computation and Language · Computer Science 2021-11-01 Vivek Kalyan , Paul Tan , Shaun Tan , Martin Andrews

Target-oriented opinion words extraction (TOWE) is a subtask of aspect-based sentiment analysis (ABSA). Given a sentence and an aspect term occurring in the sentence, TOWE extracts the corresponding opinion words for the aspect term. TOWE…

Computation and Language · Computer Science 2022-04-18 Yuncong Li , Fang Wang , Sheng-Hua Zhong

In this work, we study a new image annotation task named Extractive Tags Summarization (ETS). The goal is to extract important tags from the context lying in an image and its corresponding tags. We adjust some state-of-the-art deep learning…

Computer Vision and Pattern Recognition · Computer Science 2020-11-10 Hieu Trong Phung , Anh Tuan Vu , Tung Dinh Nguyen , Lam Thanh Do , Giang Nam Ngo , Trung Thanh Tran , Ngoc C. Lê

This paper describes our deep learning-based approach to multilingual aspect-based sentiment analysis as part of SemEval 2016 Task 5. We use a convolutional neural network (CNN) for both aspect extraction and aspect-based sentiment…

Computation and Language · Computer Science 2016-09-23 Sebastian Ruder , Parsa Ghaffari , John G. Breslin

To improve low-resource Neural Machine Translation (NMT) with multilingual corpora, training on the most related high-resource language only is often more effective than using all data available (Neubig and Hu, 2018). However, it is…

Computation and Language · Computer Science 2019-05-21 Xinyi Wang , Graham Neubig

We study cross-lingual stance detection, which aims to leverage labeled data in one language to identify the relative perspective (or stance) of a given document with respect to a claim in a different target language. In particular, we…

Computation and Language · Computer Science 2019-10-08 Mitra Mohtarami , James Glass , Preslav Nakov

Audio-visual Target Speaker Extraction (AV-TSE) aims to isolate the speech of a specific target speaker from an audio mixture using time-synchronized visual cues. In real-world scenarios, visual cues are not always available due to various…

Sound · Computer Science 2025-04-01 Junjie Li , Ke Zhang , Shuai Wang , Kong Aik Lee , Man-Wai Mak , Haizhou Li

Stance detection on social media is an emerging opinion mining paradigm for various social and political applications in which sentiment analysis may be sub-optimal. There has been a growing research interest for developing effective…

Social and Information Networks · Computer Science 2021-04-16 Abeer AlDayel , Walid Magdy

Text classification is a typical natural language processing or computational linguistics task with various interesting applications. As the number of users on social media platforms increases, data acceleration promotes emerging studies on…

Computation and Language · Computer Science 2022-09-22 Luan Thanh Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

Social network platforms are generally used to share positive, constructive, and insightful content. However, in recent times, people often get exposed to objectionable content like threat, identity attacks, hate speech, insults, obscene…

Computation and Language · Computer Science 2021-05-31 Sreyan Ghosh , Sonal Kumar

Tense inconsistency frequently occurs in machine translation. However, there are few criteria to assess the model's mastery of tense prediction from a linguistic perspective. In this paper, we present a parallel tense test set, containing…

Computation and Language · Computer Science 2023-05-24 Yiming Ai , Zhiwei He , Kai Yu , Rui Wang

Machine translation is the process of translating text from one language to another. In this paper, Statistical Machine Translation is done on Assamese and English language by taking their respective parallel corpus. A statistical phrase…

Computation and Language · Computer Science 2014-07-09 Kalyanee Kanchan Baruah , Pranjal Das , Abdul Hannan , Shikhar Kr. Sarma

Temporal Expression Extraction (TEE) is essential for understanding time in natural language. It has applications in Natural Language Processing (NLP) tasks such as question answering, information retrieval, and causal inference. To date,…

Computation and Language · Computer Science 2022-05-05 Yuwei Cao , William Groves , Tanay Kumar Saha , Joel R. Tetreault , Alex Jaimes , Hao Peng , Philip S. Yu

Mixture-of-Experts (MoE) models exhibit striking performance disparities across languages, yet the internal mechanisms driving these gaps remain poorly understood. In this work, we conduct a systematic analysis of expert routing patterns in…

Computation and Language · Computer Science 2026-04-07 Kening Zheng , Wei-Chieh Huang , Jiahao Huo , Zhonghao Li , Henry Peng Zou , Yibo Yan , Xin Zou , Jungang Li , Junzhuo Li , Hanrong Zhang , Xuming Hu , Philip S. Yu

Large Language Models (LLMs) have achieved impressive progress across a wide range of tasks, yet their heavy reliance on English-centric training data leads to significant performance degradation in non-English languages. While existing…

Computation and Language · Computer Science 2025-10-20 Hamin Koo , Jaehyung Kim

In this study, we propose a method that distils representations of word meaning in context from a pre-trained masked language model in both monolingual and crosslingual settings. Word representations are the basis for context-aware lexical…

Computation and Language · Computer Science 2024-09-16 Yuki Arase , Tomoyuki Kajiwara

Recent LLMs are able to generate high-quality multilingual texts, indistinguishable for humans from authentic human-written ones. Research in machine-generated text detection is however mostly focused on the English language and longer…

Computation and Language · Computer Science 2025-07-28 Dominik Macko , Jakub Kopal , Robert Moro , Ivan Srba

Target-based sentiment analysis involves opinion target extraction and target sentiment classification. However, most of the existing works usually studied one of these two sub-tasks alone, which hinders their practical use. This paper aims…

Computation and Language · Computer Science 2019-02-12 Xin Li , Lidong Bing , Piji Li , Wai Lam

In this paper, we propose a simple yet effective framework for multilingual end-to-end speech translation (ST), in which speech utterances in source languages are directly translated to the desired target languages with a universal…

Computation and Language · Computer Science 2019-11-01 Hirofumi Inaguma , Kevin Duh , Tatsuya Kawahara , Shinji Watanabe
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