Removing native language (L1) sharply degrades discourse-feature scoring on TOEFL11 but not on FCE¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2016 · 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? On FCE, removing prompt and native language did not have a significant effect on feature-group results. → Sowmya Vajjala 2016
Evidence¶
Sowmya Vajjala 2016¶
Sowmya Vajjala. (2016). Automated assessment of non-native learner essays: Investigating the role of linguistic features. International Journal of Artificial Intelligence in Education. https://arxiv.org/abs/1612.00729
q2 · i? · associational · r2
FCE feature-group experiments built three models per group (all features, excluding prompt, excluding native language); removing prompt and native language had no significant effect on FCE results.
"However, in all the cases, removing prompt and native language did not have a significant effect on the results."
Discussion¶
Related Claims¶
- A broad linguistic feature set yields 73.2% classification accuracy for three-level proficiency scoring of TOEFL11 essays — related
- The most predictive linguistic features differ across datasets, overlapping only in lexical diversity measures — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
l1-feature-influences-discourse-features-toefl11 |
title |
Removing native language (L1) sharply degrades discourse-feature scoring on TOEFL11 but not on FCE |
description |
Removing native language (L1) sharply degrades discourse-feature scoring on TOEFL11 but not on FCE |
status |
review |
evidence_strength |
mixed |
newest_evidence |
2016 |
generated |
by process:wiki-ingest on 2026-10-27 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — sowmya-vajjala-2016 |
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