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Our paper aims to analyze political polarization in US political system using Language Models, and thereby help candidates make an informed decision. The availability of this information will help voters understand their candidates views on…

Computation and Language · Computer Science 2023-01-04 Samiran Gode , Supreeth Bare , Bhiksha Raj , Hyungon Yoo

Language understanding (LU) and dialogue policy learning are two essential components in conversational systems. Human-human dialogues are not well-controlled and often random and unpredictable due to their own goals and speaking habits.…

Computation and Language · Computer Science 2017-10-03 Ta-Chung Chi , Po-Chun Chen , Shang-Yu Su , Yun-Nung Chen

The objective of advanced topic modeling is not only to explore latent topical structures, but also to estimate relationships between the discovered topics and theoretically relevant metadata. Methods used to estimate such relationships…

Computation and Language · Computer Science 2025-04-29 P. Schulze , S. Wiegrebe , P. W. Thurner , C. Heumann , M. Aßenmacher

Contextual word embeddings such as BERT have achieved state of the art performance in numerous NLP tasks. Since they are optimized to capture the statistical properties of training data, they tend to pick up on and amplify social…

Computation and Language · Computer Science 2019-06-19 Keita Kurita , Nidhi Vyas , Ayush Pareek , Alan W Black , Yulia Tsvetkov

Text analysis is an interesting research area in data science and has various applications, such as in artificial intelligence, biomedical research, and engineering. We review popular methods for text analysis, ranging from topic modeling…

Applications · Statistics 2024-02-08 Zheng Tracy Ke , Pengsheng Ji , Jiashun Jin , Wanshan Li

Existing topic modeling and text segmentation methodologies generally require large datasets for training, limiting their capabilities when only small collections of text are available. In this work, we reexamine the inter-related problems…

Information Retrieval · Computer Science 2021-05-26 Qiong Wu , Adam Hare , Sirui Wang , Yuwei Tu , Zhenming Liu , Christopher G. Brinton , Yanhua Li

Large language models (LLMs) are being increasingly used in urban planning, but since gendered space theory highlights how gender hierarchies are embedded in spatial organization, there is concern that LLMs may reproduce or amplify such…

Computation and Language · Computer Science 2026-04-17 Binxian Su , Haoye Lou , Shucheng Zhu , Weikang Wang , Ying Liu , Dong Yu , Pengyuan Liu

Large Language Models (LLMs) have demonstrated remarkable capabilities in executing tasks based on natural language queries. However, these models, trained on curated datasets, inherently embody biases ranging from racial to national and…

Computation and Language · Computer Science 2024-07-29 Lynnette Hui Xian Ng , Iain Cruickshank , Roy Ka-Wei Lee

Spatial voting models of legislators' preferences are used in political science to test theories about their voting behavior. These models posit that legislators' ideologies as well as the ideologies reflected in votes for and against a…

Applications · Statistics 2024-02-27 Erin Lipman , Scott Moser , Abel Rodriguez

Detecting persuasion in argumentative text is a challenging task with important implications for understanding human communication. This work investigates the role of persuasion strategies - such as Attack on reputation, Distraction, and…

Computation and Language · Computer Science 2026-01-16 Tiziano Labruna , Arkadiusz Modzelewski , Giorgio Satta , Giovanni Da San Martino

User response to contributed content in online social media depends on many factors. These include how the site lays out new content, how frequently the user visits the site, how many friends the user follows, how active these friends are,…

Computers and Society · Computer Science 2013-08-14 Tad Hogg , Kristina Lerman , Laura M. Smith

Social media platforms are rife with politically charged discussions. Therefore, accurately deciphering and predicting partisan biases using Large Language Models (LLMs) is increasingly critical. In this study, we address the challenge of…

Computation and Language · Computer Science 2023-11-17 Zihao He , Siyi Guo , Ashwin Rao , Kristina Lerman

To further improve the speaking styles of synthesized speeches, current text-to-speech (TTS) synthesis systems commonly employ reference speeches to stylize their outputs instead of just the input texts. These reference speeches are…

Sound · Computer Science 2023-08-31 Yi Meng , Xiang Li , Zhiyong Wu , Tingtian Li , Zixun Sun , Xinyu Xiao , Chi Sun , Hui Zhan , Helen Meng

Sentiment analysis, widely critiqued for capturing merely the overall tone of a corpus, falls short in accurately reflecting the latent structures and political stances within texts. This study introduces topic metrics, dummy variables…

Computation and Language · Computer Science 2023-10-25 Weihong Qi

Medical systems in general, and patient treatment decisions and outcomes in particular, are affected by bias based on gender and other demographic elements. As language models are increasingly applied to medicine, there is a growing…

Computation and Language · Computer Science 2021-03-11 Joshua R. Minot , Nicholas Cheney , Marc Maier , Danne C. Elbers , Christopher M. Danforth , Peter Sheridan Dodds

Automatic Speech Scoring (ASS) is the computer-assisted evaluation of a candidate's speaking proficiency in a language. ASS systems face many challenges like open grammar, variable pronunciations, and unstructured or semi-structured…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-07 Yaman Kumar Singla , Avykat Gupta , Shaurya Bagga , Changyou Chen , Balaji Krishnamurthy , Rajiv Ratn Shah

Social media platforms play a pivotal role in shaping public opinion and amplifying political discourse, particularly during elections. However, the same dynamics that foster democratic engagement can also exacerbate polarization. To better…

Social and Information Networks · Computer Science 2024-12-05 Hazem Ibrahim , Farhan Khan , Hend Alabdouli , Maryam Almatrooshi , Tran Nguyen , Talal Rahwan , Yasir Zaki

Stance detection is identifying expressed beliefs in a document. While researchers widely use sentiment analysis for this, recent research demonstrates that sentiment and stance are distinct. This paper advances text analysis methods by…

Computation and Language · Computer Science 2025-07-16 Michael Burnham

Increasingly taking place in online spaces, modern political conversations are typically perceived to be unproductively affirming -- siloed in so called ``echo chambers'' of exclusively like-minded discussants. Yet, to date we lack…

Computation and Language · Computer Science 2023-01-18 Rishav Hada , Amir Ebrahimi Fard , Sarah Shugars , Federico Bianchi , Patricia Rossini , Dirk Hovy , Rebekah Tromble , Nava Tintarev

Speaker diarization(SD) is a classic task in speech processing and is crucial in multi-party scenarios such as meetings and conversations. Current mainstream speaker diarization approaches consider acoustic information only, which result in…

Computation and Language · Computer Science 2023-05-23 Luyao Cheng , Siqi Zheng , Zhang Qinglin , Hui Wang , Yafeng Chen , Qian Chen
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