The most common answer transition after KITE feedback was Partially Correct to Correct, occurring in 14 of 44 cases (31.82%)¶
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Evidence · 1 study · designr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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q2 i? In the simulated student evaluation, the most frequent expert-judged transition was from Partially Correct to Correct (14 cases, 31.82%), and six cases (13.63%) remained Partially Correct but improved in quality. → Mragisha Jain 2026
Evidence¶
Mragisha Jain 2026¶
Mragisha Jain, Tirth Bhatt, Griffin Pitts, Aum Pandya, Peter Brusilovsky, Narges Norouzi, Arto Hellas, Juho Leinonen, Bita Akram. (2026). Retrieval-Augmented Tutoring for Algorithm Tracing and Problem-Solving in AI Education. Proceedings of the 21st Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2026), co-located with ACL 2026. https://arxiv.org/abs/2605.12988 doi:10.48550/arxiv.2605.12988
q2 · i? · design · r2
Answer improvement breakdown over 44 simulated student–KITE interactions, with transition labels reflecting expert judgments of Incorrect, Partially Correct, or Correct. The article reports "14 cases (31.82%)" for the Partially Correct to Correct transition.
"The most common transition was from Partially Correct to Correct, occurring in 14 cases (31.82%)."
Discussion¶
Related Claims¶
- Experts rated KITE's feedback positively on scaffolding, guidance, coherence, and tone in 93.18% of judgments, with high interrater agreement (κ = 0.88) — related
- KITE's feedback led simulated students to improve revised answers in 24 of 27 non-already-correct interactions (88.89%) — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
kite-most-common-transition-partial-to-correct |
title |
The most common answer transition after KITE feedback was Partially Correct to Correct, occurring in 14 of 44 cases (31.82%) |
description |
The most common answer transition after KITE feedback was Partially Correct to Correct, occurring in 14 of 44 cases (31.82%) |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — mragisha-jain-2026 |
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