cs.AI updates on arXiv.org 07月21日 12:06
Buggy rule diagnosis for combined steps through final answer evaluation in stepwise tasks
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本文提出了一种基于最终答案的自动化错误诊断方法,用于智能辅导系统中解决步骤组合错误。通过分析学生解题过程中的步骤组合,该方法能够有效诊断错误,提高诊断准确性。

arXiv:2507.13651v1 Announce Type: new Abstract: Many intelligent tutoring systems can support a student in solving a stepwise task. When a student combines several steps in one step, the number of possible paths connecting consecutive inputs may be very large. This combinatorial explosion makes error diagnosis hard. Using a final answer to diagnose a combination of steps can mitigate the combinatorial explosion, because there are generally fewer possible (erroneous) final answers than (erroneous) solution paths. An intermediate input for a task can be diagnosed by automatically completing it according to the task solution strategy and diagnosing this solution. This study explores the potential of automated error diagnosis based on a final answer. We investigate the design of a service that provides a buggy rule diagnosis when a student combines several steps. To validate the approach, we apply the service to an existing dataset (n=1939) of unique student steps when solving quadratic equations, which could not be diagnosed by a buggy rule service that tries to connect consecutive inputs with a single rule. Results show that final answer evaluation can diagnose 29,4% of these steps. Moreover, a comparison of the generated diagnoses with teacher diagnoses on a subset (n=115) shows that the diagnoses align in 97% of the cases. These results can be considered a basis for further exploration of the approach.

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智能辅导系统 错误诊断 最终答案
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