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balhafni authored Dec 30, 2024
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Expand Up @@ -38,6 +38,10 @@ <h2 class="title is-3">LLMs for Intelligent Tutoring</h2>

<h3 class="title is-5">Essential Readings</h3>
<ul style='margin-top:0cm' start=1 type=1>
<li> <a href="https://arxiv.org/pdf/2412.09416">Unifying AI Tutor Evaluation: An Evaluation Taxonomy for
Pedagogical Ability Assessment of LLM-Powered AI Tutors</a> (Maurya et al., 2024)</li>
<li> <a href="https://arxiv.org/pdf/2305.14536">MATHDIAL: A Dialogue Tutoring Dataset with Rich Pedagogical
Properties Grounded in Math Reasoning Problems</a> (Macina et al., 2023)</li>
<li> <a href="https://arxiv.org/pdf/2305.14536">MATHDIAL: A Dialogue Tutoring Dataset with Rich Pedagogical
Properties Grounded in Math Reasoning Problems</a> (Macina et al., 2023)</li>
<li> <a href="https://arxiv.org/pdf/2306.03090">Is ChatGPT a Good Teacher Coach? Measuring Zero-Shot Performance For Scoring and
Expand All @@ -46,7 +50,7 @@ <h3 class="title is-5">Essential Readings</h3>
Blender and GPT-3 in Educational Dialogues</a> (Tack and Piech, 2022)</li>
<li><a href="https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2021.654924/full">Are We There Yet? -
A Systematic Literature Review on Chatbots in Education</a> (Wollny et al., 2021)</li>
<li> <a href="https://link.springer.com/content/pdf/10.1186/s41235-017-0087-y.pdf"> Teaching the science of learning</a> (Weinstein et al., 2018)</li>
<li> <a href="https://link.springer.com/content/pdf/10.1186/s41235-017-0087-y.pdf">Teaching the science of learning</a> (Weinstein et al., 2018)</li>
<li> <a href="https://link.springer.com/article/10.1007/s40593-014-0029-5">AutoTutor and Family: A Review of 17 Years of Natural Language Tutoring</a> (Nye et al., 2014)</li>
<li><a href="https://ojs.aaai.org/aimagazine/index.php/aimagazine/article/download/1591/1490">Intelligent
tutoring systems with conversational dialogue</a> (Graesser et al., 2001)</li>
Expand Down Expand Up @@ -178,6 +182,8 @@ <h3 class="title is-5">User Studies</h3>

<h3 class="title is-5">Evaluation of ITS</h3>
<ul style='margin-top:0cm' start=1 type=1>
<li> <a href="https://www.arxiv.org/pdf/2412.16429">LearnLM: Improving Gemini for Learning</a>
(LearnLM Team, Google, 2024)</li>
<li> <a href="https://arxiv.org/pdf/2407.12687">Towards Responsible Development of Generative AI for Education:
An Evaluation-Driven Approach</a> (Jurenka et al., 2024)</li>
<li> <a href="https://arxiv.org/pdf/2205.07540">The AI Teacher Test: Measuring the Pedagogical Ability of
Expand All @@ -194,7 +200,25 @@ <h3 class="title is-5">Ethical Considerations</h3>
<li> <a href="https://link.springer.com/content/pdf/10.1186/s40561-023-00237-x.pdf">What if the devil is my guardian angel:
ChatGPT as a case study of using chatbots in education</a> (Tlili et al., 2023)</li>
</ul>


<br />

<h3 class="title is-5">Datasets</h3>
<ul style='margin-top:0cm' start=1 type=1>
<li> <a href="https://github.com/rosewang2008/bridge">Bridge</a> presented in
<a href="https://arxiv.org/pdf/2310.10648">Bridging the Novice-Expert Gap via Models of Decision-Making:
A Case Study on Remediating Math Mistakes</a> (Wang et al., 2024)</li>
<li> <a href="https://github.com/eth-nlped/mathdial">MathDial</a> presented in
<a href="https://arxiv.org/pdf/2305.14536">MATHDIAL: A Dialogue Tutoring Dataset with Rich Pedagogical
Properties Grounded in Math Reasoning Problems</a> (Macina et al., 2023)</li>
<li> <a href="https://github.com/kaushal0494/UnifyingAITutorEvaluation">MRBench</a> presented in
<a href="https://arxiv.org/pdf/2412.09416">Unifying AI Tutor Evaluation: An Evaluation Taxonomy for
Pedagogical Ability Assessment of LLM-Powered AI Tutors</a> (Maurya et al., 2024)</li>
<li> <a href="https://github.com/eth-lre/verify-then-generate">Verify-then-generate</a> presented in
<a href="https://arxiv.org/pdf/2407.09136">Stepwise Verification and Remediation of Student Reasoning Errors with Large Language
Model Tutors</a> (Daheim et al., 2024)</li>
</ul>

</div>
</div>
</section>
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