Pith. sign in

REVIEW 1 cited by

Towards Explainable AI Writing Assistants for Non-native English Speakers

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2304.02625 v1 pith:ADFLHPNU submitted 2023-04-05 cs.CL

classification cs.CL
keywords writingassistantsnnessenglishexplanationsnon-nativespeakersai-generated
verification ladder T0 review T1 audit T2 compute T3 formal
0 comments
read the original abstract

We highlight the challenges faced by non-native speakers when using AI writing assistants to paraphrase text. Through an interview study with 15 non-native English speakers (NNESs) with varying levels of English proficiency, we observe that they face difficulties in assessing paraphrased texts generated by AI writing assistants, largely due to the lack of explanations accompanying the suggested paraphrases. Furthermore, we examine their strategies to assess AI-generated texts in the absence of such explanations. Drawing on the needs of NNESs identified in our interview, we propose four potential user interfaces to enhance the writing experience of NNESs using AI writing assistants. The proposed designs focus on incorporating explanations to better support NNESs in understanding and evaluating the AI-generated paraphrasing suggestions.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. CoachGPT: A Scaffolding-based Academic Writing Assistant

    cs.AI 2025-06 conditional novelty 4.0 of 10

    A scaffolding-based LLM writing assistant with an 11-stage workflow is presented, but its three-person qualitative evaluation does not support the paper's claim to prove usefulness.

Pith tools