Strand 1 /research/ai-institute/ en Speaker Diarization in the Classroom: How Much Does Each Student Speak in Group Discussions? /research/ai-institute/2025/05/02/speaker-diarization-classroom-how-much-does-each-student-speak-group-discussions <span>Speaker Diarization in the Classroom: How Much Does Each Student Speak in Group Discussions?</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-02T15:20:05-06:00" title="Friday, May 2, 2025 - 15:20">Fri, 05/02/2025 - 15:20</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Speaker Diarization in the Classroom: How Much Does Each Student Speak in Group Discussions?</p><p>Authors: Wang, J., Dudy, S., He, X., Wang, Z., Southwell, R., &amp; Whitehill, J.</p><p>Publication Date: 2024</p><p>Publication Type: Proceedings of the 17th International Conference on Educational Data Mining (pp. 360-367).</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Fri, 02 May 2025 21:20:05 +0000 Amy Corbitt 911 at /research/ai-institute Multimodal Situational Awareness: Neuro-Symbolic AI for Real-Time HCI in the Classroom /research/ai-institute/2025/05/02/multimodal-situational-awareness-neuro-symbolic-ai-real-time-hci-classroom <span>Multimodal Situational Awareness: Neuro-Symbolic AI for Real-Time HCI in the Classroom</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-02T15:15:06-06:00" title="Friday, May 2, 2025 - 15:15">Fri, 05/02/2025 - 15:15</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/226" hreflang="en">2025</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Multimodal Situational Awareness: Neuro-Symbolic AI for Real-Time HCI in the Classroom</p><p>Authors: Zhu, Y., Khebour, I., Lai, K., Verhagen, M., Krishnaswamy, N., and Pustejovsky, J.</p><p>Publication Date: 2025</p><p>Publication Type: International Conference on Human-Computer Interaction (HCII). Springer.</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Fri, 02 May 2025 21:15:06 +0000 Amy Corbitt 910 at /research/ai-institute TRACE: Real-Time Multimodal Common Ground Tracking in Situated Collaborative Dialogues /research/ai-institute/2025/05/02/trace-real-time-multimodal-common-ground-tracking-situated-collaborative-dialogues <span>TRACE: Real-Time Multimodal Common Ground Tracking in Situated Collaborative Dialogues</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-02T15:06:34-06:00" title="Friday, May 2, 2025 - 15:06">Fri, 05/02/2025 - 15:06</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/226" hreflang="en">2025</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>TRACE: Real-Time Multimodal Common Ground Tracking in Situated Collaborative Dialogues</p><p>Authors: VanderHoeven, H., Bhalla, B., Khebour, I., Youngren, A., Venkatesha, V., Bradford, M., Fitzgerald, J., Mabrey, C., Tu, J., Zhu, Y., Lai, K., Jung, C., Pustejovsky, J., &amp; Krishnaswamy, N.</p><p>Publication Date: 2025</p><p>Publication Type: In Nations of the Americas Chapter of the Association for Computational Linguistics (NAACL).</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Fri, 02 May 2025 21:06:34 +0000 Amy Corbitt 909 at /research/ai-institute Multimodal Design for Interactive Collaborative Problem-Solving Support /research/ai-institute/2025/05/01/multimodal-design-interactive-collaborative-problem-solving-support <span>Multimodal Design for Interactive Collaborative Problem-Solving Support </span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T12:14:40-06:00" title="Thursday, May 1, 2025 - 12:14">Thu, 05/01/2025 - 12:14</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Multimodal Design for Interactive Collaborative Problem-Solving Support (In: Kurosu, M., Hashizume, A.)</p><p>Authors: VanderHoeven, H., Bradford, M., Jung, C., Khebour, I., Lai, K., Pustejovsky, J., Krishnaswamy, N., Blanchard, N.</p><p>Publication Date: 2024</p><p>Publication Type: Human-Computer Interaction. HCII 2024. Lecture Notes in Computer Science, vol 14684. Springer, Cham.</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 18:14:40 +0000 Amy Corbitt 908 at /research/ai-institute GLAMR: Augmenting AMR with GL-VerbNet Event Structure /research/ai-institute/2025/05/01/glamr-augmenting-amr-gl-verbnet-event-structure <span>GLAMR: Augmenting AMR with GL-VerbNet Event Structure</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T12:06:16-06:00" title="Thursday, May 1, 2025 - 12:06">Thu, 05/01/2025 - 12:06</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>GLAMR: Augmenting AMR with GL-VerbNet Event Structure</p><p>Authors: Tu, J., Obiso, T., Ye, B., Rim, K., Xu, K., Yue, L., Brown, S., Palmer, M., &amp; Pustejovsky, J.</p><p>Publication Date: 2024</p><p>Publication Type: Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024).</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 18:06:16 +0000 Amy Corbitt 907 at /research/ai-institute Linguistically Conditioned Semantic Textual Similarity /research/ai-institute/2025/05/01/linguistically-conditioned-semantic-textual-similarity <span>Linguistically Conditioned Semantic Textual Similarity</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T12:04:47-06:00" title="Thursday, May 1, 2025 - 12:04">Thu, 05/01/2025 - 12:04</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Linguistically Conditioned Semantic Textual Similarity</p><p>Authors: Tu, J., Xu, K., Yue, L., Ye, B., Rim, K. and Pustejovsky, J.</p><p>Publication Date: 2024</p><p>Publication Type: In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (pp. 1161 1172).</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 18:04:47 +0000 Amy Corbitt 906 at /research/ai-institute Lexical Event Models for Multimodal Dialogues /research/ai-institute/2025/05/01/lexical-event-models-multimodal-dialogues <span>Lexical Event Models for Multimodal Dialogues</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T10:52:49-06:00" title="Thursday, May 1, 2025 - 10:52">Thu, 05/01/2025 - 10:52</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Lexical Event Models for Multimodal Dialogues (In: Kurosu, M., Hashizume, A.)</p><p>Authors: Pustejovsky, J. and Zhu, Y.</p><p>Publication Date: 2024</p><p>Publication Type: Human-Computer Interaction. HCII 2024. Lecture Notes in Computer Science, vol 14684. Springer, Cham.</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 16:52:49 +0000 Amy Corbitt 902 at /research/ai-institute Frictive Policy Optimization for LLM Agent Interactions /research/ai-institute/2025/05/01/frictive-policy-optimization-llm-agent-interactions <span>Frictive Policy Optimization for LLM Agent Interactions</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T10:44:52-06:00" title="Thursday, May 1, 2025 - 10:44">Thu, 05/01/2025 - 10:44</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/226" hreflang="en">2025</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Frictive Policy Optimization for LLM Agent Interactions</p><p>Authors: Pustejovsky, J., &amp; Krishnaswamy, N.</p><p>Publication Date: 2025</p><p>Publication Type: RAD-AI Workshop at <span>The 24th International Conference on Autonomous Agents and Multiagent Systems (</span>AAMAS 2025).</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 16:44:52 +0000 Amy Corbitt 901 at /research/ai-institute "Keep up the good work!": Using Constraints in Zero Shot Prompting to Generate Supportive Teacher Responses /research/ai-institute/2025/05/01/keep-good-work-using-constraints-zero-shot-prompting-generate-supportive-teacher <span>"Keep up the good work!": Using Constraints in Zero Shot Prompting to Generate Supportive Teacher Responses</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T10:42:56-06:00" title="Thursday, May 1, 2025 - 10:42">Thu, 05/01/2025 - 10:42</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/209" hreflang="en">2024</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>"Keep up the good work!": Using Constraints in Zero Shot Prompting to Generate Supportive Teacher Responses</p><p>Authors: Perkoff, M., Ramirez, A., Von Bayern, S., Walker, M., Martin, J.</p><p>Publication Date: 2025</p><p>Publication Type: In the 25th Meeting of the Special Interest Group on Discourse and Dialogue, Kyoto, Japan.</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 16:42:56 +0000 Amy Corbitt 900 at /research/ai-institute Speech Is Not Enough: Interpreting Nonverbal Indicators of Common Knowledge and Engagement /research/ai-institute/2025/05/01/speech-not-enough-interpreting-nonverbal-indicators-common-knowledge-and-engagement <span>Speech Is Not Enough: Interpreting Nonverbal Indicators of Common Knowledge and Engagement</span> <span><span>Amy Corbitt</span></span> <span><time datetime="2025-05-01T10:34:59-06:00" title="Thursday, May 1, 2025 - 10:34">Thu, 05/01/2025 - 10:34</time> </span> <div role="contentinfo" class="container ucb-article-categories" itemprop="about"> <span class="visually-hidden">Categories:</span> <div class="ucb-article-category-icon" aria-hidden="true"> <i class="fa-solid fa-folder-open"></i> </div> <a href="/research/ai-institute/taxonomy/term/127"> Publications </a> </div> <div role="contentinfo" class="container ucb-article-tags" itemprop="keywords"> <span class="visually-hidden">Tags:</span> <div class="ucb-article-tag-icon" aria-hidden="true"> <i class="fa-solid fa-tags"></i> </div> <a href="/research/ai-institute/taxonomy/term/226" hreflang="en">2025</a> <a href="/research/ai-institute/taxonomy/term/202" hreflang="en">Conference Proceedings</a> <a href="/research/ai-institute/taxonomy/term/193" hreflang="en">Strand 1</a> </div> <div class="ucb-article-content ucb-striped-content"> <div class="container"> <div class="paragraph paragraph--type--article-content paragraph--view-mode--default"> <div class="ucb-article-text" itemprop="articleBody"> <div><p>Speech Is Not Enough: Interpreting Nonverbal Indicators of Common Knowledge and Engagement</p><p>Authors: Palmer, D., Zhu, Y., Lai, K., VanderHoeven, H., Bradford, M., Khebour, I., Mabrey, C., Fitzgerald, J., Zilong Li, Krishnaswamy, N., Palmer, M., and Pustejovsky, J.</p><p>Publication Date: 2025</p><p>Publication Type: In AAAI Conference on Artificial Intelligence (AAAI): Demos Program. AAAI.</p></div> </div> </div> </div> </div> <h2> <div class="paragraph paragraph--type--ucb-related-articles-block paragraph--view-mode--default"> <div>Off</div> </div> </h2> <div>Traditional</div> <div>0</div> <div>On</div> <div>White</div> Thu, 01 May 2025 16:34:59 +0000 Amy Corbitt 898 at /research/ai-institute