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</head><body class="body"><span itemscope itemtype="http://schema.org/InformAction"><span style="display:none" itemprop="about" itemscope itemtype="http://schema.org/EmailMessage"><meta itemprop="description" content="Peya Mowar: Hi everyone, This Monday, we have Kayo Yin from UC Berkeley joining us in-person for accessibility lunch. Please find the talk details below: Title: AI for Signed Languages: Challenges and Opportunities Abstract: Signed languages are complex natural languages that rely on multiple articulators moving simultaneously in 3D space. Despite recent advances in AI and language modeling, developing technology that can truly understand and work with signed languages remains challenging. This talk will introduce the linguistic properties of American Sign Language (ASL) that underscore the complexity of signed language modeling, and discuss current progress in signed language technology. Then, I will dive deeper into our recent work on developing AI-powered tools to make STEM education more accessible to deaf and hard-of-hearing students. Finally, I will conclude with open challenges and future directions for signed language AI research. Bio: Kayo Yin is a PhD student at UC Berkeley advised by Jacob Steinhardt and Dan Klein. She currently works on LLM interpretability and NLP for signed languages. Before that, she was a Master’s student at Carnegie Mellon University advised by Graham Neubig, and completed her undergraduate studies at École Polytechnique. Her research has been recognized by the ACL 2023 Best Resource Paper award, EMNLP 2022 Best Paper Honorable Mention award, ACL 2021 Best Theme Paper award, a Siebel Scholarship, the Thomas Clarkson medal, and the Vitalik Buterin Fellowship on AI Safety. We will meet in GHC 6115 for this fascinating talk! Additionally, we have a sign-up sheet if people want to meet the speaker: https://docs.google.com/spreadsheets/d/1JiFFP40v9-oeuurkV0qBB84YtCVqpXW5L6afTr4dHvI/edit?usp=sharing Thanks and regards, Peya"/></span><span itemprop="object" itemscope itemtype="http://schema.org/Event"><meta itemprop="eventStatus" content="http://schema.org/EventScheduled"/><span itemprop="publisher" itemscope itemtype="http://schema.org/Organization"><meta itemprop="name" content="Google Calendar"/></span><meta itemprop="eventId/googleCalendar" content="4amlscse5j83mcgbfq6hh59ed9_20250224T170000Z"/><span style="display: none; font-size: 1px; color: #fff; line-height: 1px; height: 0; max-height: 0; width: 0; max-width: 0; opacity: 0; overflow: hidden;" itemprop="name">Accessibility Lunch Seminar</span><span aria-hidden="true"><time itemprop="startDate" datetime="20250224T170000Z"></time><time itemprop="endDate" datetime="20250224T180000Z"></time></span><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class="body-container"><tbody><tr><td style="" class="" align="left"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><td height="16" style="height:16px;"><![endif]--><div style="height:16px;" aria-hidden="true"> </div><!--[if mso | IE]></td></tr></table><![endif]--><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="" class="" align="left"><span itemscope itemtype="http://schema.org/EmailMessage"><p itemprop="description">Hi everyone,<br>This Monday, we have Kayo Yin from UC Berkeley joining us in-person for accessibility lunch. Please find the talk details below:<p>Title: AI for Signed Languages: Challenges and Opportunities<p>Abstract: Signed languages are complex natural languages that rely on multiple articulators moving simultaneously in 3D space. Despite recent advances in AI and language modeling, developing technology that can truly understand and work with signed languages remains challenging. This talk will introduce the linguistic properties of American Sign Language (ASL) that underscore the complexity of signed language modeling, and discuss current progress in signed language technology. Then, I will dive deeper into our recent work on developing AI-powered tools to make STEM education more accessible to deaf and hard-of-hearing students. Finally, I will conclude with open challenges and future directions for signed language AI research.<p>Bio: Kayo Yin is a PhD student at UC Berkeley advised by Jacob Steinhardt and Dan Klein. She currently works on LLM interpretability and NLP for signed languages. Before that, she was a Master’s student at Carnegie Mellon University advised by Graham Neubig, and completed her undergraduate studies at École Polytechnique. Her research has been recognized by the ACL 2023 Best Resource Paper award, EMNLP 2022 Best Paper Honorable Mention award, ACL 2021 Best Theme Paper award, a Siebel Scholarship, the Thomas Clarkson medal, and the Vitalik Buterin Fellowship on AI Safety.<p>We will meet in GHC 6115 for this fascinating talk! Additionally, we have a sign-up sheet if people want to meet the speaker: <a href="https://docs.google.com/spreadsheets/d/1JiFFP40v9-oeuurkV0qBB84YtCVqpXW5L6afTr4dHvI/edit?usp=sharing">https://docs.google.com/spreadsheets/d/1JiFFP40v9-oeuurkV0qBB84YtCVqpXW5L6afTr4dHvI/edit?usp=sharing</a><br>Thanks and regards,<br>Peya</p></span></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" role="presentation" align="center" style="width:100%;" class=""><tbody><tr><td style="border: solid 1px #dadce0; border-radius: 8px; direction: rtl; font-size: 0; padding: 24px 32px; text-align: left; vertical-align: top;" class="main-container-inner"><!--[if mso | IE]><table border="0" cellpadding="0" cellspacing="0" role="presentation"><tr><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:37%;" ><![endif]--><div class="column-per-37 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tbody><tr><td style="vertical-align:top;padding:0;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:0px;"><div style="font-family: Roboto, sans-serif;font-size: 14px; line-height: 20px; mso-line-height-rule: exactly; text-align: left;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Attachments</h2></td></tr></table></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;padding-left: 1px; padding-right: 1px;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" class="attachment-chip" style="border: solid 1px #dadce0; border-radius: 16px; border-collapse: separate; padding: 4px 0 4px 0;"><tr><td style="padding: 3px 10px; height: 14px; width: 14px;"><img src="https://drive-thirdparty.googleusercontent.com/32/type/application/vnd.google-apps.spreadsheet" width="14" height="14" alt="" style="display: inline-block; vertical-align: middle;"></td><td align="left" style="padding: 0; padding-left: 0; padding-right: 10px; max-width: 160px; overflow: hidden; text-overflow: ellipsis; white-space: nowrap;"><div style="overflow: hidden; height: 20px;"><a href="https://drive.google.com/open?id=1k1Pmh9jo-N7S73Fi10y-5tEynvhw3xLbPf-NMAjTSxU" target="_blank" style="font-weight: 400;font-family: 'Google Sans', Roboto, sans-serif;color: #5f6368; font-size: 14px; line-height: 120%; mso-line-height-rule: exactly; margin: 0; text-decoration: none; text-transform: none;;font-family: Roboto, sans-serif;; display: inline-block; height: 20px; max-width: 160px; line-height: 20px; overflow: hidden; text-overflow: ellipsis; vertical-align: middle; white-space: normal;" class="grey-button-text" title="Accessibility Lunch Schedule 2024">Accessibility Lunch Sc...</a></div></td></tr></table></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]><td class="" style="vertical-align:top;width:63%;padding-right:32px;" ><![endif]--><div class="column-per-63 outlook-group-fix" style="font-size: 13px; text-align: left; direction: ltr; display: inline-block; vertical-align: top; width: 100%;overflow: hidden; word-wrap: break-word;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" class="main-column-table-ltr" style="padding-right: 32px; padding-left: 0;;table-layout: fixed;"><tbody><tr><td class="main-column-td" style="padding:0; vertical-align:top;"><table border="0" cellpadding="0" cellspacing="0" role="presentation" width="100%" style="table-layout: fixed;"><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:2px;"><div style="font-family: 'Google Sans', Roboto, sans-serif;font-weight: 400; font-size: 22px; line-height: 28px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span itemprop="name">Accessibility Lunch Seminar</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span aria-hidden="true"><time itemprop="startDate" datetime="20250224T170000Z"></time><time itemprop="endDate" datetime="20250224T180000Z"></time></span><span>Monday Feb 24, 2025 ⋅ 12pm – 1pm (Eastern Time - New York)</span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><span><a href="https://www.google.com/url?q=https%3A%2F%2Fcmubiglab.github.io%2Flunch%2F&sa=D&ust=1740593160000000&usg=AOvVaw1Fhhql0RI3hdxgcZnSn56Q" target="_blank">CMU Accessibility Lunch Seminar Series</a><br>About: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the <a href="https://www.google.com/url?q=https%3A%2F%2Faccessibility.cs.cmu.edu%2F&sa=D&ust=1740593160000000&usg=AOvVaw04RJ2_JtgSVBXGMSEgWD64" target="_blank">Accessibility Research Group</a> at Carnegie Mellon University.<br><br>Peya Mowar is inviting you to a scheduled Zoom meeting.<br><br>Join Zoom Meeting<br><a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fj%2F99282851029%3Fpwd%3DCUYhUGEykBYvMAGO2zwKeoig3abPzN.1&sa=D&ust=1740593160000000&usg=AOvVaw3FTJn6bzDIMDkZM1mWr_Tw" target="_blank">https://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1</a><br><br>Meeting ID: 992 8285 1029<br>Passcode: a11y<br><br>---<br><br>One tap mobile<br>+12678310333,,99282851029#,,,,*818322# US (Philadelphia)<br>+14703812552,,99282851029#,,,,*818322# US (Atlanta)<br><br>---<br><br>Dial by your location<br>• +1 267 831 0333 US (Philadelphia)<br>• +1 470 381 2552 US (Atlanta)<br>• +1 646 518 9805 US (New York)<br>• +1 651 372 8299 US (Minnesota)<br>• +1 786 635 1003 US (Miami)<br>• +1 929 205 6099 US (New York)<br>• +1 301 715 8592 US (Washington DC)<br>• +1 312 626 6799 US (Chicago)<br>• +1 470 250 9358 US (Atlanta)<br>• +1 971 247 1195 US (Portland)<br>• +1 206 337 9723 US (Seattle)<br>• +1 213 338 8477 US (Los Angeles)<br>• +1 253 215 8782 US (Tacoma)<br>• +1 346 248 7799 US (Houston)<br>• +1 602 753 0140 US (Phoenix)<br>• +1 669 219 2599 US (San Jose)<br>• +1 669 900 6833 US (San Jose)<br>• +1 720 928 9299 US (Denver)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322<br><br>Find your local number: <a href="https://www.google.com/url?q=https%3A%2F%2Fcmu.zoom.us%2Fu%2FacS6qWzHCj&sa=D&ust=1740593160000000&usg=AOvVaw0Ws8MvZ6ZaMwGXcorifdAZ" target="_blank">https://cmu.zoom.us/u/acS6qWzHCj</a><br><br>---<br><br>Join by SIP<br>• <a href="mailto:99282851029@zoomcrc.com" target="_blank">99282851029@zoomcrc.com</a><br><br>---<br><br>Join by H.323<br>• 162.255.37.11 (US West)<br>• 162.255.36.11 (US East)<br>• 221.122.88.195 (Mainland China)<br>• 115.114.131.7 (India Mumbai)<br>• 115.114.115.7 (India Hyderabad)<br>• 213.19.144.110 (Amsterdam Netherlands)<br>• 213.244.140.110 (Germany)<br>• 103.122.166.55 (Australia Sydney)<br>• 103.122.167.55 (Australia Melbourne)<br>• 209.9.211.110 (Hong Kong SAR)<br>• 149.137.40.110 (Singapore)<br>• 64.211.144.160 (Brazil)<br>• 159.124.132.243 (Mexico)<br>• 159.124.168.213 (Canada Toronto)<br>• 65.39.152.160 (Canada Vancouver)<br>• 207.226.132.110 (Japan Tokyo)<br>• 149.137.24.110 (Japan Osaka)<br><br>Meeting ID: 992 8285 1029<br>Passcode: 818322</span><meta itemprop="description" content="CMU Accessibility Lunch Seminar SeriesAbout: This seminar series explores the evolution and future directions of accessibility research and practice. Each week, we discuss diverse facets of accessible and assistive technologies, featuring speakers from academia, industry, and beyond. The seminar is organised by the Accessibility Research Group at Carnegie Mellon University.Peya Mowar is inviting you to a scheduled Zoom meeting.Join Zoom Meetinghttps://cmu.zoom.us/j/99282851029?pwd=CUYhUGEykBYvMAGO2zwKeoig3abPzN.1Meeting ID: 992 8285 1029Passcode: a11y---One tap mobile+12678310333,,99282851029#,,,,*818322# US (Philadelphia)+14703812552,,99282851029#,,,,*818322# US (Atlanta)---Dial by your location• +1 267 831 0333 US (Philadelphia)• +1 470 381 2552 US (Atlanta)• +1 646 518 9805 US (New York)• +1 651 372 8299 US (Minnesota)• +1 786 635 1003 US (Miami)• +1 929 205 6099 US (New York)• +1 301 715 8592 US (Washington DC)• +1 312 626 6799 US (Chicago)• +1 470 250 9358 US (Atlanta)• +1 971 247 1195 US (Portland)• +1 206 337 9723 US (Seattle)• +1 213 338 8477 US (Los Angeles)• +1 253 215 8782 US (Tacoma)• +1 346 248 7799 US (Houston)• +1 602 753 0140 US (Phoenix)• +1 669 219 2599 US (San Jose)• +1 669 900 6833 US (San Jose)• +1 720 928 9299 US (Denver)Meeting ID: 992 8285 1029Passcode: 818322Find your local number: https://cmu.zoom.us/u/acS6qWzHCj---Join by SIP• 99282851029@zoomcrc.com---Join by H.323• 162.255.37.11 (US West)• 162.255.36.11 (US East)• 221.122.88.195 (Mainland China)• 115.114.131.7 (India Mumbai)• 115.114.115.7 (India Hyderabad)• 213.19.144.110 (Amsterdam Netherlands)• 213.244.140.110 (Germany)• 103.122.166.55 (Australia Sydney)• 103.122.167.55 (Australia Melbourne)• 209.9.211.110 (Hong Kong SAR)• 149.137.40.110 (Singapore)• 64.211.144.160 (Brazil)• 159.124.132.243 (Mexico)• 159.124.168.213 (Canada Toronto)• 65.39.152.160 (Canada Vancouver)• 207.226.132.110 (Japan Tokyo)• 149.137.24.110 (Japan Osaka)Meeting ID: 992 8285 1029Passcode: 818322"/></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Location</h2></td></tr></table><span itemprop="location" itemscope itemtype="http://schema.org/Place"><span itemprop="name" class="primary-text notranslate" style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;">GHC 6115, Gates and Hillman Centers, 3, Gates Hillman Complex, 4902 Forbes Ave, Pittsburgh, PA 15213, USA</span><br/><a href="https://www.google.com/maps/search/GHC+6115,+Gates+and+Hillman+Centers,+3,+Gates+Hillman+Complex,+4902+Forbes+Ave,+Pittsburgh,+PA+15213,+USA?hl=en" class="accent-text underline-on-hover" style="display: inline-block;;color: #1a73e8; text-decoration: none;font-weight: 700;" target="_blank" itemprop="map">View map</a></span></div></td></tr><tr><td style="font-size: 0; padding: 0; text-align: left; word-break: break-word;;padding-bottom:24px;"><div style="font-family: Roboto, sans-serif;font-style: normal; font-weight: 400; font-size: 14px; line-height: 20px; letter-spacing: 0.2px;color: #3c4043; text-decoration: none;" class="primary-text" role="presentation"><table border="0" cellpadding="0" cellspacing="0" role="presentation" style="padding-bottom: 4px;"><tr><td><h2 class="primary-text" style="font-size: 14px;color: #3c4043; text-decoration: none;font-weight: 700;-webkit-font-smoothing: antialiased;margin: 0; padding: 0;">Guests</h2></td></tr></table><div style="padding-bottom: 4px; text-align: left;;color: #3c4042;"><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:pmowar@andrew.cmu.edu">Peya Mowar</a></span><meta itemprop="email" content="pmowar@andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"> - creator</span></div><div><span itemprop="attendee" itemscope itemtype="http://schema.org/Person"><span itemprop="name" class="notranslate"><a class="primary-text underline-on-hover" style="display: inline-block;;color: #3c4043; text-decoration: none;" href="mailto:accessibility-lunch@lists.andrew.cmu.edu">accessibility-lunch@lists.andrew.cmu.edu</a></span><meta itemprop="email" content="accessibility-lunch@lists.andrew.cmu.edu"/></span><span class="secondary-text" style="color: #70757a; text-decoration: none;"></span></div></div></div></td></tr></table></td></tr></tbody></table></div><!--[if mso | IE]></td><![endif]--><!--[if mso | IE]></tr></table><![endif]--></td></tr></tbody></table></td></tr></tbody></table></span></span></body></html>