Papers by Tom Fischaber
Enhancing Talk Moves Analysis in Mathematics Tutoring through Classroom Teaching Discourse (2025.coling-main)
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Jie Cao, Abhijit Suresh, Jennifer Jacobs, Charis Clevenger, Amanda Howard, Chelsea Brown, Brent Milne, Tom Fischaber, Tamara Sumner, James H. Martin
| Challenge: | a recent study focuses on analyzing tutoring discourse using talk moves . scaling the collection, annotation, and analysis of extensive tutoring dialogues is a challenge . |
| Approach: | They propose to analyze tutoring discourse using talk moves to develop machine learning models . they use a compact dataset to analyze dialogue context, speaker information and ablation data . |
| Outcome: | The proposed model improves performance in classrooms and in small groups . the proposed model is based on existing datasets and models designed for classroom teaching . |