Preprint · EdArXiv 2026
Metacognitively Discordant Completion and the Aware Pass‑Through of Non‑Understanding in Generative AI Learning
Yizhen Jia · College of Education, Westcliff University
01 · Abstract
Generative AI lets a learner submit correct, complete work while knowing that understanding has not arrived, a state this paper names. Metacognitively discordant completion (MDC) is the experiential state of a learner who has invested cognitive effort in an academic task, who holds a formed, first-person awareness that understanding has not occurred, judged against the learner's own operative standard, and who releases the completion anyway. The conjunction of the three conditions is the construct, and the paper argues that no existing literature holds the three together under one name.
The argument proceeds by inheritance and by boundary. Metacognition research supplies the verdict machinery and the judgment economy of answer release. A pre-AI genealogy across five literatures establishes that the dissociation between completing and understanding is old. Four cuts separate the construct from withdrawn effort, justification discourse, fluency illusions, and preprint-stage constructs. A sibling construct, the Absent Cognitive Baseline, marks the case where no verdict can form, and frameworks from epistemic akrasia to academic dishonesty are each engaged on the one element they lack.
The technology's part is amplification, not invention, a framing credited to the field. Evidence questions are assigned to a planned interpretative phenomenological study with graphicacy as the anchoring domain.
02 · The Three Conditions
It takes all three at once
- IEffort investedReal work went into the task. This is not a student who skipped it; the effort is there in the chat history.
- IINon-understanding knownAt the moment of handing in, the student knows, by their own standard, that they do not understand the work.
- IIICompletion released anywayThey hand it in anyway, knowing that.
03 · What MDC Is Not
Why the usual explanations miss it
One common explanation says the student mistakenly believes they understand; here the student knows they do not. Another says a rule was broken; here no rule was broken. A third says the student stopped trying; here the effort was real. MDC is the case that all three explanations miss.
04 · Read & Cite
Preprint v1, live on EdArXiv
→ Read on EdArXiv PDF backup05 · Related
The sibling construct
MDC describes the case where the student knows they do not understand and hands the work in anyway. Its sister paper, the Absent Cognitive Baseline, describes the case where the student has no way to judge at all.
→ ACB paper