CINXE.COM

Maarten Sap - Home

<!DOCTYPE html> <html lang="en"> <head> <link rel="stylesheet" type="text/css" href="tools/style.css"> <!-- Google tag (gtag.js) --> <script async src="https://www.googletagmanager.com/gtag/js?id=G-T8EHFV852B"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-T8EHFV852B'); </script> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="description" content=""> <meta name="author" content="Maarten Sap"> <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/css/bootstrap.min.css" integrity="sha384-Gn5384xqQ1aoWXA+058RXPxPg6fy4IWvTNh0E263XmFcJlSAwiGgFAW/dAiS6JXm" crossorigin="anonymous"> <script src="https://code.jquery.com/jquery-3.2.1.slim.min.js" integrity="sha384-KJ3o2DKtIkvYIK3UENzmM7KCkRr/rE9/Qpg6aAZGJwFDMVNA/GpGFF93hXpG5KkN" crossorigin="anonymous"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.12.9/umd/popper.min.js" integrity="sha384-ApNbgh9B+Y1QKtv3Rn7W3mgPxhU9K/ScQsAP7hUibX39j7fakFPskvXusvfa0b4Q" crossorigin="anonymous"></script> <script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.0.0/js/bootstrap.min.js" integrity="sha384-JZR6Spejh4U02d8jOt6vLEHfe/JQGiRRSQQxSfFWpi1MquVdAyjUar5+76PVCmYl" crossorigin="anonymous"></script> <link rel="apple-touch-icon" sizes="180x180" href="images/apple-touch-icon.png"> <link rel="icon" type="image/png" sizes="32x32" href="imagesfavicon-32x32.png"> <link rel="icon" type="image/png" sizes="16x16" href="imagesfavicon-16x16.png"> <link rel="manifest" href="tools/site.webmanifest"> <link rel="icon" type="image/x-icon" href="images/favicon.ico"> <title>Maarten Sap - Home</title> </head> <script src="https://cdn.jsdelivr.net/npm/marked/marked.min.js"></script> <body> <nav class="navbar navbar-expand-sm navbar-dark bg-dark"> <div class="container" style="max-width: 80%;"> <a class="navbar-brand" href="index.html">Maarten Sap</a> <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div class="collapse navbar-collapse" id="navbarNav"> <ul class="navbar-nav"> <li class="nav-item"> <a class="nav-link" href="publications.html">Publications</a> </li> <li class="nav-item"> <a class="nav-link" href="contact.html">Contact</a> </li> <li class="nav-item"> <a class="nav-link" href="teaching.html">Teaching</a> </li> <li class="nav-item"> <a class="nav-link" href="aboutme.html">About Me</a> </li> <li class="nav-item"> <a class="nav-link" href="cv.html">CV</a> </li> <!--li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" href="" id="CVdropdown" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> CV </a> <div class="dropdown-menu" aria-labelledby="CVdropdown"> <a class="dropdown-item" href="cv.html" target="_blank"> html</a> <a class="dropdown-item" href="files/CVMaartenSap.pdf" target="_blank"> pdf <!--img src="images/pdf_icon.png" style="height: 1em;"-></a> </div> </li--> <!--li class="nav-item"> <a class="nav-link" href="files/CVMaartenSap.pdf" target="_blank"> <img src="images/pdf_icon_white.png" style="height: 1em;"> CV (pdf)</a> </li> <li class="nav-item"> <a class="nav-link" href="cv.html" target="_blank"> CV (html)</a> </li--> <li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> Notes/Blogposts </a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <a class="dropdown-item" href="notes/01-apply-grad-school.html">Applying to grad school</a> <a class="dropdown-item" href="notes/02-giving-talk-feedback.html">Giving feedback for talks</a> <a class="dropdown-item" href="notes/03-presenting-your-research.html">Presenting your research</a> <a class="dropdown-item" href="notes/04-turking-tips.html">Turking tips</a> <a class="dropdown-item" href="notes/05-rebuttals.html">Writing rebuttals</a> <a class="dropdown-item" href="notes/06-job-search-2020.html">Notes from my 2020 Academic Job Search</a> <a class="dropdown-item" href="notes/07-writing-rec-letters.html">Writing recommendation letters</a> <a class="dropdown-item" href="notes/08-third-year-part-1-postdoc.html">Reflections after 2 years as Faculty -- Part 1: Postdoc year</a> <a class="dropdown-item" href="notes/09-third-year-part-2-first-year.html">Reflections after 2 years as Faculty -- Part 2: First year faculty</a> <a class="dropdown-item" href="notes/10-third-year-part-3-second-year.html">Reflections after 2 years as Faculty -- Part 3: Second year Faculty</a> </div> <!--div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <a class="dropdown-item" href="notes/presenting-your-research.html">Presenting Your Research</a> <a class="dropdown-item" href="notes/apply-grad-school.html">How to Apply to Grad School</a> <a class="dropdown-item" href="notes/seq2seq-tricks.html">Seq2Seq Magic Tips</a> <a class="dropdown-item" href="notes/NLGDecoding.pptx">Tutorial on beam search and NLG decoding [pptx]</a> <a class="dropdown-item" href="notes/turking-tips.html">Tips for Turking</a> <a class="dropdown-item" href="notes/rebuttals.html">Writing rebuttals</a> <a class="dropdown-item" href="notes/job-search-2020.html">Notes from my 2020 Academic Job Search</a> </div--> </li> </ul> </div> </div> </nav> <!-- Page Content --> <!--div class="clearfix hidden-sm-up"></div--> <div class="container" style="padding-top: 10px;max-width: 80%;"> <div class="row justify-content-center"> <div class="col-sm-12 col-md-12 col-lg-10"> <!-- Jumbotron Header --> <!--div class="jumbotron" style="display: inline-block"> <img src="files/M6.jpg" alt="Maarten Sap" style="padding-left:10px; margin-right: 15px; max-width:135px;float:left"> <p id="intro-text">Hi! I'm Maarten Sap, currently a PhD student at the University of Washington. I'm interested in natural language processing, specifically contextual language modelling and social science NLP applications. </p> </div--> <div class="jumbotron" style="padding: 2rem 1rem;"> <div class="container row justify-content-center"> <div class="col-lg-3 col-md-3 col-sm-12"> <img class="profile" src="images/headshots/armsCrossed_square_sm.jpg" alt="Maarten Sap" style="width: 100%; margin-bottom: 2em;"> <a class="btn btn-light" href="http://twitter.com/maartensap" target="_blank"> <img src="images/twitter-icon.png" class="icon" title="Twitter Profile" alt="Twitter Profile"> </a> <a class="btn btn-light" href="https://scholar.google.com/citations?user=gFN4QUYAAAAJ&hl=en" target="_blank"> <img src="images/google-scholar-icon.png" class="icon" title="Google Scholar Profile" alt="Google Scholar Profile"> </a> <a class="btn btn-light" href="https://www.semanticscholar.org/author/Maarten-Sap/2729164" target="_blank"> <img src="images/s2-logo-bw.png" class="icon" title="Semantic Scholar Profile" alt="Semantic Scholar Profile"> </a> </div> <div class="col-lg-9 col-md-9 col-sm-12 lead" style="padding-right:0px;"> <h2 class="display-4">Maarten Sap</h2> <p> I am an assistant professor at <a href="https://www.lti.cs.cmu.edu/" target="_blank">CMU's LTI</a> department with a courtesy appointment in <a href="https://hcii.cmu.edu/">HCII</a>, and a part-time research scientist at the <a href="https://allenai.org" target="_blank">Allen Institute for AI (AI2)</a>. My research focuses on endowing NLP systems with <strong>social intelligence and social commonsense</strong>, and understanding <strong>social inequality and bias</strong> in language. </p> <p> Before this, I was a Postdoc/Young Investigator at the <a href="https://allenai.org" target="_blank">Allen Institute for AI (AI2)</a>, working on project <a target="_blank" href="https://allenai.org/commonsense/">Mosaic</a>. I received my PhD from the University of Washington where I was advised by <a target="_blank" href="https://homes.cs.washington.edu/~nasmith/">Noah Smith</a> and <a target="_blank" href="https://homes.cs.washington.edu/~yejin/">Yejin Choi</a>, and have interned at AI2 working on social commonsense reasoning, and at Microsoft Research working on deep learning models for understanding human cognition. <br><a href="bio.html" style="font-size: .95rem;">[bio for talks]</a> </p> <!--p </p--> </div> <div class="col-12" style="background: white; padding: 4px; border-radius: 5px 5px; font-size: 1.15rem; font-weight: 300;"> <h5><em>Recent updates:</em></h5> <p style="margin-bottom: .5em;"><em><strong>January 2025</em></strong> 👨🏼‍🏫🧠: Happy to give a talk in <em>Artificial Social Intelligence</em> at the <a target="_blank" href="https://www.scienceofintelligence.de/">Cluster of Excellence "Science of Intelligence" (SCIoI)</a> at the Technische Universität Berlin.</p> <p style="margin-bottom: .5em;"><em><strong>January 2025</em></strong> 👨🏼‍🏫📢: I'm happy to be giving a talk at the <a target="_blank" href="https://sites.google.com/view/multilang-counterspeech-gen/">First Workshop on Multilingual Counterspeech Generation</a> at COLING 2025 (remotely)!</p> <p style="margin-bottom: .5em;"><em><strong>December 2024</em></strong> 🇨🇦⛰️: Excited to be attending my very first NeurIPS conference in Vancouver BC! I'll be giving a talk at <a target="_blank" href="https://newinml.github.io/">New in ML</a> at 3pm on Tuesday!</p> <p style="margin-bottom: .5em;"><em><strong>November 2024</em></strong> : I received a <a target="_blank" href="https://news.pantheon.cmu.edu/stories/archives/2024/november/scs-faculty-receive-google-academic-research-awards">Google Academic Research Award</a> for our work on participatory impact assessment of future AI use cases.</p> <p style="margin-bottom: .5em;"><em><strong>November 2024</em></strong> 🫂👨‍🏫: Very excited that I now have a courtesy appointment in the <a target="_blank" href="https://hcii.cmu.edu/">Human Computer Interaction Institute</a>!</p> <p style="margin-bottom: .5em;"><em><strong>November 2024</em></strong> 🔍🧑‍🎓: As a reminder, due to my lab being quite full already, I'm not taking any students in this upcoming PhD application cycle 😟.</p> <p style="margin-bottom: .5em;"><em><strong>November 2024</em></strong> 🏖️📚: Excited to give a talk at the <a target="_blank" href="https://sites.google.com/cs.stonybrook.edu/wnu2024">6th Workshop on Narrative Understanding</a> on <em>Computational Methods of Social Causes and Effects of Stories</em>.</p> <!--p style="margin-bottom: .5em;"> <em><strong>December 2021 update</strong></em>🧑‍🎓:I will likely be taking students this coming PhD application cycle. If you're interested in working with me on <em>social commonsense, social biases in language, or ethics in AI</em>, please apply to <a href="https://www.lti.cs.cmu.edu/apply-lti" target="_blank">CMU's LTI</a>. </p> <p style="margin-bottom: .5em;"> <em><strong>July 2021 update</strong></em>👨🏼‍🎓: I successfully defended my PhD thesis titled <em>Positive AI with Social Commonsense Models</em> (<a target="_blank" href="pdfs/sap2021positiveAIwithSocialCommonsenseModels.pdf">read the thesis here</a>, or <a href="https://www.youtube.com/watch?v=VKd4Y7Ykh6o" target="_blank">watch the recording here<a/>). Thanks to my advisors, committee, and everyone who attended! </p> <p style="margin-bottom: .5em;"> <em><strong>May 2021 update</strong></em>🥳: I will be joining <a href="https://www.lti.cs.cmu.edu/" target="_blank">CMU's LTI</a> department as an assistant professor👨🏼‍🏫in Fall 2022. If you wish to work with me, <a href="contact.html">see the "contact" page</a>. Before starting there, I will be a postdoc at <a href="https://allenai.org" target="_blank">AI2</a> on project <a target="_blank" href="https://allenai.org/commonsense/">Mosaic</a> 👨🏼‍🔬 starting Fall 2021. </p--> <p><small style="font-weight: 300;"><a target="_blank" href="news.html">[older news]</a></small></p> </div> </div> </div> <hr> <!-- Title --> <!--div class="row"> <div class="col-lg-12"> <h3></h3> </div> </div--> <!-- /.row --> <!-- Page Features --> <div class="row"> <div class="col-12" id="research-group"> <h2>My research group:</h2> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/dan-chechelnitsky.png"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://chechelnitskd.github.io/">Dan Chechelnitsky</a></h5> <p class="card-text font-italic"> LTI PhD student <br><small>co-advised with <a href="https://scholar.google.com/citations?user=S5NGkFsAAAAJ&hl=en&oi=ao">Chrysoula Zerva</a></small></h5> </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/joel-mire.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://joelmire.notion.site/">Joel Mire</a></h5> <p class="card-text font-italic"> LTI MLT student </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/karina-halevy.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://enscma2.github.io/">Karina Halevy</a></h5> <p class="card-text font-italic"> LTI PhD student <br><small>co-advised with <a href="https://scholar.google.com.vn/citations?user=-y6SIhQAAAAJ&hl=vi">Mona Diab</a></small> </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/jimin-mun.jpeg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://jiminmun.github.io/">Jimin Mun</a></h5> <p class="card-text font-italic"> LTI PhD student </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/jocelyn-shen.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://jocelynshen.com/">Jocelyn Shen</a></h5> <p class="card-text font-italic"> MIT PhD student <br><small>co-advised with <a href="https://www.media.mit.edu/people/cynthiab/overview/">Cynthia Breazeal</a></small> </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/akhila-yerukola.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://akhila-yerukola.github.io/" target="_blank">Akhila Yerukola</a></h5> <p class="card-text font-italic"> LTI PhD student </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/mingqian-zheng.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://eeelisa.github.io/" target="_blank">Mingqian Zheng</a></h5> <p class="card-text font-italic"> LTI PhD student <br><small>co-advised with <a href="https://www.cs.cmu.edu/~cprose/">Carolyn Rosé</a></small> </p> </div> </div> </div> <div class="col-lg-3 col-xl-3 col-sm-4 col-md-4"> <div class="card no-border"> <img class="card-img-profile" src="images/students/xuhui-zhou.jpg"/> <div class="card-body text-center"> <h5 class="card-title"><a href="https://xuhuizhou.github.io/" target="_blank">Xuhui Zhou</a></h5> <p class="card-text font-italic"> LTI PhD student </p> </div> </div> </div> </div> <hr> <div class="row"> <div class="col-12"> <h2>Overarching Research Themes</h2> </div> <div class="col-12" id="content"> *Extracted by GPT-4, there may be inconsistencies.* #### *Ethics and Human-Centered AI* My research group explores the ethical implications of AI technologies and their impact on human interactions. We focus on understanding diverse perspectives on AI through studies such as [Diverse Perspectives on AI](https://arxiv.org/abs/2502.07287), which examines the acceptability and reasoning surrounding potential AI use cases. Additionally, we investigate biases inherent in AI systems, as shown in the paper [Rejected Dialects: Biases Against African American Language in Reward Models](https://arxiv.org/abs/2401.06730), which highlights discrimination against specific dialects. Lastly, we explore user-driven frameworks for addressing biases in AI companions, contributing to more equitable AI deployment. #### *Narrative Analysis and Empathy* My research group explores the complexities of narrative structures and their emotional impacts in various contexts. We delve into how narratives shape perceptions through works like [The Empirical Variability of Narrative Perceptions of Social Media Texts](https://aclanthology.org/2024.emnlp-main.1113/), that examines the differences in understanding social media narratives. We also look at empathy in storytelling, as illustrated in [HEART-felt Narratives: Tracing Empathy and Narrative Style in Personal Stories with LLMs](https://arxiv.org/abs/2405.17633), which highlights how narrative styles influence empathetic engagement. Furthermore, our research into [Modeling Empathic Similarity in Personal Narratives](https://arxiv.org/abs/2305.14246) combines narrative analysis with AI methodologies to measure empathic responses. #### *AI Agents and Social Intelligence* My research group explores the design and evaluation of AI agents equipped with social intelligence capabilities. We focus on how these agents can interact effectively with humans, as demonstrated in the paper [Is This the Real Life? Is This Just Fantasy? The Misleading Success of Simulating Social Interactions With LLMs](http://arxiv.org/abs/2403.05020), which critiques the efficacy of LLMs in mimicking real human interactions. We also investigate methods to improve AI's truthfulness and utility in social contexts through our work on [AI-LieDar: Examine the Trade-off Between Utility and Truthfulness in LLM Agents](https://arxiv.org/abs/2409.09013). Lastly, our research on [SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents](https://arxiv.org/abs/2310.11667) offers insights into assessing and enhancing the social behaviors of AI agents. #### *Addressing Toxicity in Language* My research group explores methods for mitigating toxic language generated by AI systems. We investigate multilingual challenges in toxicity through papers like [PolygloToxicityPrompts: Multilingual Evaluation of Neural Toxic Degeneration in Large Language Models](https://arxiv.org/abs/2405.09373), which evaluates the performance of models in different linguistic contexts. Additionally, we examine the barriers that counter-speakers face in combating online hate in the paper [Counterspeakers’ Perspectives: Unveiling Barriers and AI Needs in the Fight against Online Hate](https://arxiv.org/abs/2403.00179), focusing on user experiences and challenges. Our work also includes addressing the implications of AI-generated content, as seen in the framework [COBRA Frames: Contextual Reasoning about Effects and Harms of Offensive Statements](http://arxiv.org/abs/2306.01985), which provides insights into the context and consequences of harmful language. </div> <!--div class="row col-12 text-center"> <div class="col-12 col-sm-12"> <div class="card" style="border: solid #1b9e77"> <h5 class="card-title card-header" style="background: #b3e2cd">Detecting and Mitigating Social Biases in Language</h5> <div class=""> <img class="card-img-top" src="images/SBF_thumbnail.png"/> <img class="card-img-top" src="images/powerTransformer.png"> </div> <div class="card-body"> <p class="card-text"> Language can perpetuate social biases and toxicity against oppressed or marginalized groups. I want to investigate new ways of representing and detecting such harmful content in text (e.g., <a href="social-bias-frames/" target="_blank">Social Bias Frames</a>). Additionally, I want to harness NLP systems to combat stereotypical or harmful statements in language, through controllable text generation (e.g., with <a href="https://aclanthology.org/2021.acl-long.522/" target="_blank">DExperts</a>) or controllable text debiasing (e.g., with <a href="controllable-debiasing/" target="_blank">PowerTransformer</a>). </p> <p> <em>In the future</em>, I want to make this technology more context-aware and human-centric, e.g., by incorporating power differentials between speaker and listener, and studying human-in-the-loop methods for toxicity detection or text debiasing. </p> </div> </div> </div> <div class="col-12 col-sm-12"> <div class="card" style="border: solid #7570b3;"> <h5 class="card-title card-header" style="background: #cbd5e8;">Commonsense Reasoning for Socially Aware NLP</h5> <div class=""> <img class="card-img-top" src="images/ATOMIC-fullGraph.png"/> <img class="card-img-top" src="images/SocialIQa_weblogo.png"> </div> <div class="card-body"> <p class="card-text"> Through theory-of-mind, Humans are trivially able to reason about other people's intents and reactions to everyday situations. I am interested in studying how AI systems can do this type of social commonsense reasoning. For example, this requires giving models knowledge of social commensense (e.g., with <a href="https://uwnlp.github.io/event2mind/" target="_blank">Event2Mind</a> or <a href="https://homes.cs.washington.edu/~msap/atomic/" target="_blank">ATOMIC</a>, and methods like <a href="https://mosaickg.apps.allenai.org/model_comet2020_people_events" target="_blank">CoMET</a>) or social acceptibility (<a href="https://maxwellforbes.com/social-chemistry/" target="_blank">Social Chemistry</a>). Additionally, this requires creating benchmarks for measuring models' social commonsense abilities (e.g., with <a href="https://leaderboard.allenai.org/socialiqa/submissions/get-started" target="_blank">Social IQa</a>, or <a href="https://uwnlp.github.io/storycommonsense/" target="_blank">Story Commonsense</a>). </p> <p> <em>In the future</em>, I want to keep investigating this elusive goal of machine social commonsense, which <a href="publications.html#sap2022neuralToM">we show is still not present in LLMs like GPT-3</a>. Additionally, I want to explore positive applications of this research, e.g., for therapeutic setting or for helping people with cognitive disabilities. </p> </div> </div> </div> <div class="col-12 col-sm-12"> <div class="card" style="border: solid #d95f02;"> <h5 class="card-title card-header" style="background: #fdcdac">Analyzing the Ethics and Transparency of AI models</h5> <div class=""> <img class="card-img-top" src="images/twitterAAE.png"/> <img class="card-img-top" src="images/c4-fig1-v2.png"> </div> <div class="card-body"> <p class="card-text"> AI and NLP systems unfortunately encode social biases and stereotypes. I'm passionate about analyzing and diagnosing the potential negative societal impacts of these systems. For example, I've uncovered <a href="publications.html#sap2019risk" target="_blank">severe racial bias in hate speech detection datasets and models</a>, and subsequently analyzed <a href="publications.html#zhou2021challenges" target="_blank">whether robustness methods for NLP can mitigate</a> them, as well as understanding the <a href="publications.html#sap2022annotatorsWithAttitudes" target="_blank">psychological attitudes that cause over- and under-detection of content as toxic</a>. Additionally, I've scrutinized recent pretrained language models and their training data with respect to biases, toxicity, and fake news (e.g., <a href="https://toxicdegeneration.allenai.org/" target="_blank">measuring GPT-2 and GPT-3's neural toxic degeneration</a>, and <a href="publications.html#dodge2021documentingC4" target="_blank">documenting the English C4 Webtext Crawl</a>). </p> <p> <em>In the future</em>, I plan to keep diagnosing and mitigating the ethical, fairness, and representation issues in AI systems, especially from a human-centric perspective of end-users and other stakeholders. </p> </div> </div> </div> <div class="col-12 col-sm-12"> <div class="card" style="border: solid #984ea3;"> <h5 class="card-title card-header" style="background: #decbe4">Socially Aware Conversational AI</h5> <div class=""> <img class="card-img-top" src="images/toxichat.png"> <img class="card-img-top" src="images/prosocialDialog.png"> </div> <div class="card-body"> <p class="card-text"> Conversational agents are one of the most important ways that humans will interface with AI systems, whether they are talk with AI systems (e.g., chatbots) or chatting with each others with AI-assisted interfaces (e.g., smart suggestions). I'm interested in studying how we can make conversational agents more socially aware and better respond to toxicity, based on my experience winning the <a href="https://sounding-board.github.io/">inaugural Alexa Prize</a> in 2017. For example, in our <a href="publications.html#baheti2021justSayNo" target="_blank">ToxiChat paper</a>, we quantified how chatbots often agree with toxic utterances more than with neutral comments. I've also developed large-scale datasets for developing dialogue agents that are more prosocial (<a href="publications.html#kim2022prosocialDialog">ProSocial Dialogs</a>) and socially competent (with <a href="publications.html#kim2022soda">SODA</a>). </p> <p> <em>In the future</em>, I am interested in understanding how conversational agents can better reason about communicative intent when responding, how communication can be learned in an emergent way, and how we can use reinforcement learning to make dialog agents better. </p> </div> </div> </div> </div--> </div> <!-- /.row --> <div class="row" style="margin-top: 20px;"> <div class="col-12"><h3>More about me</h3></div> <div class="col-12 btn-toolbar"role="toolbar"> <div class="btn-group mr-2"> <a href="publications.html" class="btn btn-light">Browse my publications</a> </div> <div class="btn-group mr-2"> <a href="contact.html" class="btn btn-light">Contact me</a> </div> <div class="btn-group mr-2"> <a href="aboutme.html" class="btn btn-light">More about me</a> </div> <div class="btn-group mr-2"> <a href="cv.html" class="btn btn-light" target="_blank"> CV</a> </div> </div> </div> </div> <!--div class="clearfix hidden-sm-up"></div--> <!--div class="col-sm-12 col-md-12 col-lg-3"> <div class="row justify-content-center" style="margin-top: 10px;"> <!--div class="col-sm-8 col-lg-12 twitter-timeline-maarten"> <a class="twitter-timeline" href="https://twitter.com/MaartenSap" data-widget-id="659897450853830656" style="display:inline-block">Tweets by @MaartenSap</a> <script> ! function(d, s, id) { var js, fjs = d.getElementsByTagName(s)[0], p = /^http:/.test(d.location) ? 'http' : 'https'; if (!d.getElementById(id)) { js = d.createElement(s); js.id = id; js.src = p + "://platform.twitter.com/widgets.js"; fjs.parentNode.insertBefore(js, fjs); } }(document, "script", "twitter-wjs"); </script> </div--> <!--div class="col-sm-4 col-lg-12"> <h4>More about me</h4> <a href="publications.html" class="btn btn-margin btn-secondary">Publications</a> <a href="contact.html" class="btn btn-margin btn-secondary">Contact me</a> <a href="aboutme.html" class="btn btn-margin btn-secondary">More about me</a> <a href="/~msap/files/CVMaartenSap.pdf" class="btn btn-margin btn-secondary" target="_blank">CV</a> <!--div class="btn-toolbar" role="toolbar"> <div class="btn-group mr-2"> <a href="publications.html" class="btn btn-light">Browse through publications</a> </div> <div class="btn-group mr-2"> <a href="contact.html" class="btn btn-light">Contact me</a> </div> <div class="btn-group mr-2"> <a href="aboutme.html" class="btn btn-light">More about me</a> </div> </div--> <!--/div> </div> </div--> </div> </div> </body> <!-- Footer --> <footer class="footer"> <hr> <div style="width:99%"> <!--div class="wraptocenter"--> <!--div class="col-sm-12"> <img src="files/AllenSchool.png" style="width:200px;"> </div--> <div class="row"> <div class="col-2"> </div> <div class="col-8 text-center"> <img src="images/LTI-logo.png" style="width:300px; margin-bottom: 20px;"> </div> <div class="col-2 mb-1"> <div class="text-muted small" style="font-style: italic; text-align: right;"> Last updated: <br> 2024-09-19 </div> </div> </div> </div> </footer> </html> <script> document.getElementById('content').innerHTML = marked.parse(document.getElementById('content').innerHTML); </script> <style> .card { padding: 0px; margin: 10px 5px; } .card-img-profile { margin: auto; border-radius: .25em; max-height: 300px; max-width: 300px; height: 100%; width: 100%; } .card-img-top { max-height: 170px; max-width: 70%; width: auto; margin-left: 1em; margin-right: 1em; } .btn { margin-top: .2em; } .profile { border-radius: .1em; box-shadow: 0 4px 8px 0 rgba(0, 0, 0, 0.2), 0 6px 20px 0 rgba(0, 0, 0, 0.19); } .no-border{ border: none; } </style>

Pages: 1 2 3 4 5 6 7 8 9 10