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Filling the Long Tail: Structure-Aware Curriculum-Gap Completion for Medical Education with LLMs (2026.acl-srw)
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| Challenge: | Medical education resources are dense for common diseases, but sparse for under-covered conditions, atypical presentations, and fine-grained concept distinctions. |
| Approach: | They propose a task where a model reconstructs missing educational units from a partially specified curriculum graph. |
| Outcome: | The proposed model predicts omitted concepts, restores missing instructional links, and completes automatically verifiable teaching content. |