The amount of paraphrasing users engage in during natural language teaching is positively related to improved learning outcomes¶
Claim · All claims
Evidence · 1 study · associationalr?·q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? More paraphrasing during natural language teaching is associated with better learning outcomes, without additional perceived effort. → Rachel Love 2025
Evidence¶
Rachel Love 2025¶
Rachel Love, Edith Law, Philip R. Cohen, Dana Kulić. (2025). Teaching a Conversational Agent using Natural Language: Effect on Learning and Engagement. Int J Artif Intell Educ. https://doi.org/10.1007/s40593-025-00461-1
q2 · i? · associational · r?
Secondary analysis of paraphrasing behaviour in the natural language condition reported in the abstract. The article states "There is a positive relationship between the amount of paraphrasing users engage in and improved learning outcomes", with no additional increase in perceived effort.
"There is a positive relationship between the amount of paraphrasing users engage in and improved learning outcomes."
Discussion¶
Related Claims¶
- Teaching via paraphrased natural language is perceived as more helpful for learning than sentence-selection, but this perception is not reflected in actual learning gains — related
- Teaching a teachable agent via paraphrased natural language produces no significantly different learning gains compared to teaching via sentence-selection over a fixed interaction — related
- Natural language teaching takes significantly longer per input and yields significantly fewer teaching attempts and fewer features taught than sentence-selection — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
paraphrasing-amount-positive-learning-relationship |
title |
The amount of paraphrasing users engage in during natural language teaching is positively related to improved learning outcomes |
description |
The amount of paraphrasing users engage in during natural language teaching is positively related to improved learning outcomes |
status |
review |
evidence_strength |
weak |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-27 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — rachel-love-2025 |
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