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We propose SentiBERT, a variant of BERT that effectively captures compositional sentiment semantics. The model incorporates contextualized representation with binary constituency parse tree to capture semantic composition. Comprehensive…

Computation and Language · Computer Science 2020-05-22 Da Yin , Tao Meng , Kai-Wei Chang

It is time-consuming to find the best product among many similar alternatives. Comparative sentences can help to contrast one item from others in a way that highlights important features of an item that stand out. Given reviews of one or…

Computation and Language · Computer Science 2023-07-25 Jessica Echterhoff , An Yan , Julian McAuley

Recently, sentiment analysis has received a lot of attention due to the interest in mining opinions of social media users. Sentiment analysis consists in determining the polarity of a given text, i.e., its degree of positiveness or…

Computation and Language · Computer Science 2016-12-19 Eric S. Tellez , Sabino Miranda Jiménez , Mario Graff , Daniela Moctezuma , Ranyart R. Suárez , Oscar S. Siordia

As the last stage of recommender systems, re-ranking generates a re-ordered list that aligns with the user's preference. However, previous works generally focus on item-level positive feedback as history (e.g., only clicked items) and…

Information Retrieval · Computer Science 2024-10-29 Muyan Weng , Yunjia Xi , Weiwen Liu , Bo Chen , Jianghao Lin , Ruiming Tang , Weinan Zhang , Yong Yu

With the development of online travel services, it has great application prospects to timely mine users' evaluation emotions for travel services and use them as indicators to guide the improvement of online travel service quality. In this…

Computation and Language · Computer Science 2022-06-07 Jia Wang , Junping Du , Yingxia Shao , Ang Li

We are at an exciting time for machine lipreading. Traditional research stemmed from the adaptation of audio recognition systems. But now, the computer vision community is also participating. This joining of two previously disparate areas…

Computer Vision and Pattern Recognition · Computer Science 2018-04-26 Helen L Bear , Sarah Taylor

X's Community Notes, a crowd-sourced fact-checking system, allows users to annotate potentially misleading posts. Notes rated as helpful by a diverse set of users are prominently displayed below the original post. While demonstrably…

Social and Information Networks · Computer Science 2024-11-12 Soham De , Michiel A. Bakker , Jay Baxter , Martin Saveski

Many recent advances in natural language generation have been fueled by training large language models on internet-scale data. However, this paradigm can lead to models that generate toxic, inaccurate, and unhelpful content, and automatic…

The article presents an online relevancy tuning method using explicit user feedback. The author developed and tested a method of words' weights modification based on search result evaluation by user. User decides whether the result is…

Information Retrieval · Computer Science 2007-05-23 Boris Mark Tylevich

User simulation has been a cost-effective technique for evaluating conversational recommender systems. However, building a human-like simulator is still an open challenge. In this work, we focus on how users reformulate their utterances…

Information Retrieval · Computer Science 2022-05-05 Shuo Zhang , Mu-Chun Wang , Krisztian Balog

The virtuosity of language models like GPT-3 opens a new world of possibility for human-AI collaboration in writing. In this paper, we present a framework in which generative language models are conceptualized as multiverse generators. This…

Human-Computer Interaction · Computer Science 2021-02-16 Laria Reynolds , Kyle McDonell

Historical linguists have identified multiple forms of lexical semantic change. We present a three-dimensional framework for integrating these forms and a unified computational methodology for evaluating them concurrently. The dimensions…

Computation and Language · Computer Science 2024-06-11 Naomi Baes , Nick Haslam , Ekaterina Vylomova

User-generated textual contents on the Internet are often noisy, erroneous, and not in correct forms in grammar. In fact, some online users choose to express their opinions online through carefully perturbed texts, especially in…

Computation and Language · Computer Science 2023-01-18 Thai Le , Ye Yiran , Yifan Hu , Dongwon Lee

We have developed a conversational recommendation system designed to help users navigate through a set of limited options to find the best choice. Unlike many internet scale systems that use a singular set of search terms and return a…

Computation and Language · Computer Science 2021-04-15 Victor S. Bursztyn , Jennifer Healey , Eunyee Koh , Nedim Lipka , Larry Birnbaum

We study continually improving an extractive question answering (QA) system via human user feedback. We design and deploy an iterative approach, where information-seeking users ask questions, receive model-predicted answers, and provide…

Computation and Language · Computer Science 2023-11-07 Ge Gao , Hung-Ting Chen , Yoav Artzi , Eunsol Choi

With the rapid growth of the Internet, human daily life has become deeply bound to the Internet. To take advantage of massive amounts of data and information on the internet, the Web architecture is continuously being reinvented and…

Computers and Society · Computer Science 2023-04-14 Wensheng Gan , Zhenqiang Ye , Shicheng Wan , Philip S. Yu

Recently, ChatGPT has drawn great attention from both the research community and the public. We are particularly interested in whether it can serve as a universal sentiment analyzer. To this end, in this work, we provide a preliminary…

Computation and Language · Computer Science 2024-02-20 Zengzhi Wang , Qiming Xie , Yi Feng , Zixiang Ding , Zinong Yang , Rui Xia

The ability to generate sentiment-controlled feedback in response to multimodal inputs comprising text and images addresses a critical gap in human-computer interaction. This capability allows systems to provide empathetic, accurate, and…

Multimedia · Computer Science 2025-10-07 Puneet Kumar , Sarthak Malik , Balasubramanian Raman , Xiaobai Li

In this paper, we propose an end-to-end sentiment-aware conversational agent based on two models: a reply sentiment prediction model, which leverages the context of the dialogue to predict an appropriate sentiment for the agent to express…

Computation and Language · Computer Science 2022-07-26 Isabel Dias , Ricardo Rei , Patrícia Pereira , Luisa Coheur

With the advent of generative AI and large language models, embodied conversational agents are becoming synonymous with online interactions. These agents possess vast amounts of knowledge but suffer from exhibiting limited emotional…

Human-Computer Interaction · Computer Science 2026-02-27 Abhishek Kulkarni , Alexander Barquero , Pavitra Lahari , Aryaan Shaikh , Sarah Brown