SocraticLM LLM Teaching Framework — Poster
A conference poster presenting SocraticLM, a framework for personalized teaching using LLMs. It details the motivation for Socratic questioning, the Dean-Teacher-Student pipeline, the Socrateach dataset, evaluation metrics, and performance comparisons against baselines like GPT-4.
논문 컨텍스트
Paper title: SocraticLM: Exploring Socratic Personalized Teaching with Large Language Models Abstract: A conference poster presenting SocraticLM, a framework for personalized teaching using LLMs. It details the motivation for Socratic questioning, the Dean-Teacher-Student pipeline, the Socrateach dataset, evaluation metrics, and performance comparisons against baselines like GPT-4. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models</title> <!--Generated on Thu Jul 24 22:39:55 2025 by LaTeXML (version 0.8.8) http://dlmf.nist.gov/LaTeXML/.--> <meta content="width=device-width, initial-scale=1, shrink-to-fit=no" name="viewport"/> <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/ar5iv.0.8.2.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/ar5iv-fonts.0.8.2.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/latexml_styles.0.8.2.css" rel="stylesheet" type="text/css"/> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/html2canvas/1.3.3/html2canvas.min.js"></script> <script src="/static/browse/0.3.4/js/addons_new.js"></script> <script src="/static/browse/0.3.4/js/feedbackOverlay.js"></script> <base href="/html/2504.04717v1/"/></head> <body> <nav class="ltx_page_navbar"> <nav class="ltx_TOC"> <ol class="ltx_toclist"> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S1" title="In Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1 </span>Introduction</span></a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S1.SS0.SSS0.P1" title="In 1 Introduction ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1.0.0.1 </span>Scope</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S1.SS0.SSS0.P2" title="In 1 Introduction ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1.0.0.2 </span>Existing Surveys</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S1.SS0.SSS0.P3" title="In 1 Introduction ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1.0.0.3 </span>Comparison with Previous Surveys</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S1.SS0.SSS0.P4" title="In 1 Introduction ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1.0.0.4 </span>Main Contributions</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2" title="In Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2 </span>Multi-Turn Interaction Tasks</span></a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1" title="In 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1 </span>Instruction Following Tasks</span></a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS1" title="In 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.1 </span>Instruction Following Tasks in General</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS2" title="In 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.2 </span>Instruction Following Tasks in Math</span></a> <ol class="ltx_toclist ltx_toclist_subsubsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS2.P1" title="In 2.1.2 Instruction Following Tasks in Math ‣ 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.2.1 </span>Benchmarks & Evaluation in Math</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS3" title="In 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.3 </span>Instruction Following Tasks in Coding</span></a> <ol class="ltx_toclist ltx_toclist_subsubsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS3.P1" title="In 2.1.3 Instruction Following Tasks in Coding ‣ 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.3.1 </span>Benchmarks & Evaluation in Coding</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS4" title="In 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.4 </span>Discussions</span></a> <ol class="ltx_toclist ltx_toclist_subsubsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS4.P1" title="In 2.1.4 Discussions ‣ 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.4.1 </span>Dataset Evolution</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS1.SSS4.P2" title="In 2.1.4 Discussions ‣ 2.1 Instruction Following Tasks ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.1.4.2 </span>Evaluation Methodologies</span></a></li> </ol> </li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2" title="In 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2 </span>Conversational Engagement</span></a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1" title="In 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1 </span>Conversational Engagements in Roleplay</span></a> <ol class="ltx_toclist ltx_toclist_subsubsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1.P1" title="In 2.2.1 Conversational Engagements in Roleplay ‣ 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1.1 </span>In-Context Learning</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1.P2" title="In 2.2.1 Conversational Engagements in Roleplay ‣ 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1.2 </span>Supervised Fine-Tuning</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1.P3" title="In 2.2.1 Conversational Engagements in Roleplay ‣ 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1.3 </span>Personalization and Rapid Adaptation</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1.P4" title="In 2.2.1 Conversational Engagements in Roleplay ‣ 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1.4 </span>Reinforcement Learning</span></a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS1.P5" title="In 2.2.1 Conversational Engagements in Roleplay ‣ 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">2.2.1.5 </span>Benchmarks & Evaluation</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="https://arxiv.org/html/2504.04717v1#S2.SS2.SSS2" title="In 2.2 Conversational Engagement ‣ 2 Multi-Turn Interaction Tasks ‣ Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models"><span class="ltx_
