Introduces PeerMathDial, the first authentic middle school peer CPS dialogue dataset with 55 dialogues and 6,406 turns, a corpus-grounded dialogue act taxonomy, and three demonstrated use cases.
The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts
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Introduces the GeoDial dataset of 1.3K multimodal geometry tutoring dialogs grounded in diagram highlights, proposes an annotation protocol, and shows that fine-tuned VLMs improve dialog but struggle with accurate highlights.
citing papers explorer
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PeerMathDial: A Middle School Dialogue Dataset for Student Collaborative Math Problem Solving
Introduces PeerMathDial, the first authentic middle school peer CPS dialogue dataset with 55 dialogues and 6,406 turns, a corpus-grounded dialogue act taxonomy, and three demonstrated use cases.
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GeoDial: A Multimodal Conversational Tutoring Dataset for Geometry Problem-Solving with Visual Tutor Turns
Introduces the GeoDial dataset of 1.3K multimodal geometry tutoring dialogs grounded in diagram highlights, proposes an annotation protocol, and shows that fine-tuned VLMs improve dialog but struggle with accurate highlights.