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We propose a novel factor graph model for argument mining, designed for settings in which the argumentative relations in a document do not necessarily form a tree structure. (This is the case in over 20% of the web comments dataset we…

计算与语言 · 计算机科学 2017-04-25 Vlad Niculae , Joonsuk Park , Claire Cardie

When conflicts escalate, is it due to what is said or how it is said? In the conflict literature, two theoretical approaches take opposing views: one focuses on the content of the disagreement, while the other focuses on how it is…

社会与信息网络 · 计算机科学 2024-09-17 Priya Ronald D'Costa , Evan Rowbotham , Xinlan Emily Hu

Extracting topics from text has become an essential task, especially with the rapid growth of unstructured textual data. Most existing works rely on highly computational methods to address this challenge. In this paper, we argue that…

计算与语言 · 计算机科学 2025-11-07 Salma Mekaoui , Hiba Sofyan , Imane Amaaz , Imane Benchrif , Arsalane Zarghili , Ilham Chaker , Nikola S. Nikolov

Topic modeling in applied psychology increasingly spans two methodological traditions: probabilistic bag-of-words models and newer embedding-based approaches. Yet many evaluations of these methods rely on longer and cleaner benchmark…

计算与语言 · 计算机科学 2026-05-25 Yan Jiang , Sihong Liu , Philip A. Fisher

This study applies BERTopic, a transformer-based topic modeling technique, to the lmsys-chat-1m dataset, a multilingual conversational corpus built from head-to-head evaluations of large language models (LLMs). Each user prompt is paired…

机器学习 · 计算机科学 2025-10-10 Abhay Bhandarkar , Gaurav Mishra , Khushi Juchani , Harsh Singhal

Social media platforms such as Twitter (now X) provide rich data for analyzing public discourse, especially during crises such as the COVID-19 pandemic. However, the brevity, informality, and noise of social media short texts often hinder…

计算与语言 · 计算机科学 2025-10-23 Wangjiaxuan Xin , Shuhua Yin , Shi Chen , Yaorong Ge

This paper presents techniques to detect the "offline" activity a person is engaged in when she is tweeting (such as dining, shopping or entertainment), in order to create a dynamic profile of the user, for uses such as better targeting of…

社会与信息网络 · 计算机科学 2019-08-08 Renhao Cui , Gagan Agrawal , Rajiv Ramnath

Tree-based Long short term memory (LSTM) network has become state-of-the-art for modeling the meaning of language texts as they can effectively exploit the grammatical syntax and thereby non-linear dependencies among words of the sentence.…

计算与语言 · 计算机科学 2020-09-28 Jeena Kleenankandy , K. A. Abdul Nazeer

In this paper we are interested in the problem of image segmentation given natural language descriptions, i.e. referring expressions. Existing works tackle this problem by first modeling images and sentences independently and then segment…

计算机视觉与模式识别 · 计算机科学 2017-08-08 Chenxi Liu , Zhe Lin , Xiaohui Shen , Jimei Yang , Xin Lu , Alan Yuille

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, speaker's sarcastic intent is not always obvious without additional context. Focusing on social media discussions, we…

计算与语言 · 计算机科学 2017-07-21 Debanjan Ghosh , Alexander Richard Fabbri , Smaranda Muresan

Political scientists are increasingly interested in analyzing visual content at scale. However, the existing computational toolbox is still in need of methods and models attuned to the specific challenges and goals of social and political…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Matías Piqueras , Alexandra Segerberg , Matteo Magnani , Måns Magnusson , Nataša Sladoje

We use structural topic modeling to examine racial bias in data collected to train models to detect hate speech and abusive language in social media posts. We augment the abusive language dataset by adding an additional feature indicating…

计算与语言 · 计算机科学 2020-05-28 Thomas Davidson , Debasmita Bhattacharya

In the real world, many topics are inter-correlated, making it challenging to investigate their structure and relationships. Understanding the interplay between topics and their relevance can provide valuable insights for researchers,…

应用统计 · 统计学 2024-02-01 Yeseul Jeon , Jina Park , Ick Hoon Jin , Dongjun Chungc

With Social Media platforms establishing themselves as the de facto destinations for their customers views and opinions, brands around the World are investing heavily on invigorating their customer connects by utilizing such platforms to…

社会与信息网络 · 计算机科学 2018-02-06 Binny Mathew , Unnikrishnan T A , Tanmoy Chakraborty , Niloy Ganguly , Samik Datta

Using style-transfer models to reduce offensiveness of social media comments can help foster a more inclusive environment. However, there are no sizable datasets that contain offensive texts and their inoffensive counterparts, and…

计算与语言 · 计算机科学 2022-09-20 Katherine Atwell , Sabit Hassan , Malihe Alikhani

To date, there have been massive Semi-Structured Documents (SSDs) during the evolution of the Internet. These SSDs contain both unstructured features (e.g., plain text) and metadata (e.g., tags). Most previous works focused on modeling the…

计算与语言 · 计算机科学 2015-07-31 Shuangyin Li , Jiefei Li , Guan Huang , Ruiyang Tan , Rong Pan

A picture is worth a thousand words. Not until recently, however, we noticed some success stories in understanding of visual scenes: a model that is able to detect/name objects, describe their attributes, and recognize their…

计算与语言 · 计算机科学 2017-10-27 Ying Hua Tan , Chee Seng Chan

Cross-sentence $n$-ary relation extraction detects relations among $n$ entities across multiple sentences. Typical methods formulate an input as a \textit{document graph}, integrating various intra-sentential and inter-sentential…

计算与语言 · 计算机科学 2018-08-29 Linfeng Song , Yue Zhang , Zhiguo Wang , Daniel Gildea

This study proposes content and interaction analysis techniques for a large repository created from social media content. Though we have presented our study for a large platform dedicated to discussions around financial topics, the proposed…

社会与信息网络 · 计算机科学 2024-03-13 Sachin Thukral , Suyash Sangwan , Arnab Chatterjee , Lipika Dey , Aaditya Agrawal , Pramit Kumar Chandra , Animesh Mukherjee

Topic segmentation and labeling is often considered a prerequisite for higher-level conversation analysis and has been shown to be useful in many Natural Language Processing (NLP) applications. We present two new corpora of email and blog…

计算与语言 · 计算机科学 2014-02-05 Shafiq Rayhan Joty , Giuseppe Carenini , Raymond T Ng