Marcelo Worsley
Author directory2026
Measuring Collaborative Reasoning with LLMs
Dawei Xie | Tochukwu Eze | Marcelo Worsley
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Full Papers
Dawei Xie | Tochukwu Eze | Marcelo Worsley
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Full Papers
We present CRS, a framework representing group reasoning as contributions, relations, and derived structure. Evaluating five LLMs on student discussions, we find that reasoning is classifiable but not reliably segmentable, with identification being the bottleneck. Prompting improves labeling far more than identification; participation is recoverable, yet fine-grained structure is hard.