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To promote the development of Vision-Language Pre-training (VLP) and multimodal Large Language Model (LLM) in the Chinese community, we firstly release the largest public Chinese high-quality video-language dataset named Youku-mPLUG, which…

Computer Vision and Pattern Recognition · Computer Science 2023-06-08 Haiyang Xu , Qinghao Ye , Xuan Wu , Ming Yan , Yuan Miao , Jiabo Ye , Guohai Xu , Anwen Hu , Yaya Shi , Guangwei Xu , Chenliang Li , Qi Qian , Maofei Que , Ji Zhang , Xiao Zeng , Fei Huang

Responding to the increasing need for automated writing evaluation (AWE) systems to assess language use beyond lexis and grammar (Burstein et al., 2016), we introduce a new approach to identify rhetorical features of stance in academic…

Computation and Language · Computer Science 2023-06-06 Masaki Eguchi , Kristopher Kyle

Depression is a pressing global public health issue, yet publicly available Chinese-language resources for depression risk detection remain scarce and largely focus on binary classification. To address this limitation, we release…

Computation and Language · Computer Science 2026-05-12 Jinyuan Xu , Tian Lan , Xintao Yu , Xue He , Hezhi Zhang , Ying Wang , Pierre Magistry , Mathieu Valette , Lei Li

Stance detection holds great potential to improve online political discussions through its deployment in discussion platforms for purposes such as content moderation, topic summarization or to facilitate more balanced discussions.…

Computation and Language · Computer Science 2025-03-14 Stefan Sylvius Wagner , Maike Behrendt , Marc Ziegele , Stefan Harmeling

Sign language research has achieved significant progress due to the advances in large language models (LLMs). However, the intrinsic ability of LLMs to understand sign language, especially in multimodal contexts, remains underexplored. To…

Computation and Language · Computer Science 2026-04-27 Rui Zhao , Xuewen Zhong , Xiaoyun Zheng , Jinsong Su , Yidong Chen

This study compares Term Frequency-Inverse Document Frequency (TF-IDF) features with Sentence Transformers for detecting writers' stances--favorable, opposing, or neutral--towards three significant topics: COVID-19 vaccine, digital…

Computation and Language · Computer Science 2024-07-19 Mohamed Lichouri , Khaled Lounnas , Khelil Rafik Ouaras , Mohamed Abi , Anis Guechtouli

We present TMMLU+, a new benchmark designed for Traditional Chinese language understanding. TMMLU+ is a multi-choice question-answering dataset with 66 subjects from elementary to professional level. It is six times larger and boasts a more…

Computation and Language · Computer Science 2024-07-12 Zhi-Rui Tam , Ya-Ting Pai , Yen-Wei Lee , Jun-Da Chen , Wei-Min Chu , Sega Cheng , Hong-Han Shuai

The recent advancements in artificial intelligence highlight the potential of language models in psychological health support. While models trained on data from mental health service platform have achieved preliminary success, challenges…

Computation and Language · Computer Science 2024-03-26 Hongbin Na

To what extent user's stance towards a given topic could be inferred? Most of the studies on stance detection have focused on analysing user's posts on a given topic to predict the stance. However, the stance in social media can be inferred…

Social and Information Networks · Computer Science 2019-08-09 Abeer Aldayel , Walid Magdy

Consistency Identification has obtained remarkable success on open-domain dialogue, which can be used for preventing inconsistent response generation. However, in contrast to the rapid development in open-domain dialogue, few efforts have…

Computation and Language · Computer Science 2021-09-24 Libo Qin , Tianbao Xie , Shijue Huang , Qiguang Chen , Xiao Xu , Wanxiang Che

Large language models perform well on static medical examinations, yet clinical diagnosis often requires iterative evidence gathering under uncertainty. Building on prior interactive evaluation efforts, we introduce an OSCE-inspired…

Artificial Intelligence · Computer Science 2026-05-22 Chen Zhan , Xihe Qiu , Xiaoyu Tan , Xibing Zhuang , Gengchen Ma , Yue Zhang , Shuo Li , Peifeng Liu , Xiaoxiao Ge , Liang Liu , Lu Gan

Stance detection on social media aims to identify attitudes expressed in tweets towards specific targets. Current studies prioritize Large Language Models (LLMs) over Small Language Models (SLMs) due to the overwhelming performance…

Computation and Language · Computer Science 2025-08-25 Yu Yan , Sheng Sun , Zixiang Tang , Teli Liu , Min Liu

As the first session-level Chinese dataset, CHASE contains two separate parts, i.e., 2,003 sessions manually constructed from scratch (CHASE-C), and 3,456 sessions translated from English SParC (CHASE-T). We find the two parts are highly…

Computation and Language · Computer Science 2022-08-29 Saihao Huang , Lijie Wang , Zhenghua Li , Zeyang Liu , Chenhui Dou , Fukang Yan , Xinyan Xiao , Hua Wu , Min Zhang

As an indispensable ingredient of intelligence, commonsense reasoning is crucial for large language models (LLMs) in real-world scenarios. In this paper, we propose CORECODE, a dataset that contains abundant commonsense knowledge manually…

Computation and Language · Computer Science 2023-12-21 Dan Shi , Chaobin You , Jiantao Huang , Taihao Li , Deyi Xiong

This paper describes our approach for the Detecting Stance in Tweets task (SemEval-2016 Task 6). We utilized recent advances in short text categorization using deep learning to create word-level and character-level models. The choice…

Computation and Language · Computer Science 2016-06-21 Prashanth Vijayaraghavan , Ivan Sysoev , Soroush Vosoughi , Deb Roy

Recent progress in Multimodal Large Language Models (MLLMs) have significantly enhanced the ability of artificial intelligence systems to understand and generate multimodal content. However, these models often exhibit limited effectiveness…

Multimedia · Computer Science 2025-12-03 Pengju Xu , Yan Wang , Shuyuan Zhang , Xuan Zhou , Xin Li , Yue Yuan , Fengzhao Li , Shunyuan Zhou , Xingyu Wang , Yi Zhang , Haiying Zhao

Stance detection, the classification of attitudes expressed in a text towards a specific topic, is vital for applications like fake news detection and opinion mining. However, the scarcity of labeled data remains a challenge for this task.…

Computation and Language · Computer Science 2024-05-21 Ghazaleh Mahmoudi , Babak Behkamkia , Sauleh Eetemadi

Scaling semantic parsing models for task-oriented dialog systems to new languages is often expensive and time-consuming due to the lack of available datasets. Available datasets suffer from several shortcomings: a) they contain few…

Computation and Language · Computer Science 2021-01-28 Haoran Li , Abhinav Arora , Shuohui Chen , Anchit Gupta , Sonal Gupta , Yashar Mehdad

The growing need for psychological support due to increasing pressures has exposed the scarcity of relevant datasets, particularly in non-English languages. To address this, we propose a framework that leverages limited real-world data and…

Computation and Language · Computer Science 2025-07-11 Yuanchen Shi , Longyin Zhang , Fang Kong

Multimodal Large Language Models (MLLMs) have rapidly evolved with the growth of Large Language Models (LLMs) and are now applied in various fields. In finance, the integration of diverse modalities such as text, charts, and tables is…

Computation and Language · Computer Science 2025-06-17 Jiangtong Li , Yiyun Zhu , Dawei Cheng , Zhijun Ding , Changjun Jiang
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