Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2610.27248.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Research paper presenting ValiAssist, a validation-by-demonstration system that infers reusable validation logic from instructors' revisions of LLM-generated programming feedback. A study with 16 instructors reported 91% pedagogical alignment versus 57% baseline and 77% versus 32% accuracy in correcting problematic criteria.

The validation-by-demonstration pattern transfers beyond programming feedback to any workflow where a human must curate or correct LLM outputs at scale, with concrete before/after numbers.

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