A knowledge-component diagnostic pipeline, inspired by cognitive diagnosis theory, generates weakness-targeted synthetic data that improves small LLMs on math, code, and exam benchmarks by up to 13.1 percentage points.
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CDS: Knowledge Component-Driven Data Synthesis Guided by Cognitive Diagnosis Theory
A knowledge-component diagnostic pipeline, inspired by cognitive diagnosis theory, generates weakness-targeted synthetic data that improves small LLMs on math, code, and exam benchmarks by up to 13.1 percentage points.