AI flavor in writing: literature synthesis and bounded prose comparison
A Chinese/English writing-research repository documents an AI-assisted literature synthesis, diagnostic tool and bounded Chinese-prose comparison with explicit methodological limits.
L2Research workflow (workflow level, not a quality rating) Source: Repository-documented
Research applicability
Concrete AI-assisted humanities/linguistics research process with bounded comparison, not merely a generic style preference.
Getting started
Untested editorial guidance: read original source documentation and limitations, choose a suitable public/synthetic example, and plan independent source/output checks before any separately authorised trial. No trial performed.
Maintenance
Primary repository documents observed2026-10-19; future maintenance, current provider terms and live compatibility not verified.
License
README distinguishes MIT code, CC BY4.0 documentation and separate corpus rights; no copyright/legal/licence audit performed.
Workflow & human oversight
Scoped L2 for author-defined prose sample/topics, two prompt conditions, model generation and diagnostic/comparative analysis. Literature/tool/experiment assistance and source checking were AI-performed; no peer review or human blind test. Limited author-reported results are not an authorship detector, general writing-quality measure or independent reproduction.
Workflow level is not an evidence score; higher is not better evidence.
Approach
Selected experiment methods describe matched-topic human/model prose, two prompt conditions and diagnostic/AUC analyses. Author reports failure of simple lexicon/form signals on this sample; the tool is explicitly not an authorship detector and lower scores are not better writing or proven human authorship.
Limitations
Full README and selected experiment chapter read as timestamped moving-main-branch documents; commit lookup hit API quota, so no commit pin/atomic version guarantee. No original studies, code, model outputs, corpus, model/Bedrock calls or statistics reproduced. Source reports13human pieces and78model texts; sample is small/special, truncated human versus complete model text, one genre/language and no human blind test. Qualitative comparisons/AI source checking are not expert validation. Source-stated model names and rights/legal statements not independently verified or offered as current facts/advice. No detector-evasion or concealment guidance; source frames improvement/disclosure and cautions against score chasing. AI editorial review only; no source code, models or installation executed, no production/status/publication changes.
Reproducibility
Primary documentation preserved at actual retrieval time; Q281 moving-branch version limit disclosed. No source code/model/experiment executed or results reproduced.
Adoption requirements
Read the limitations before any trial; diagnostic tool is described as Python3.9+ standard-library based, while reproducing the experiment has separate dependencies/provider permissions. No installation, corpus download or model call performed. Review rights/disclosure independently.
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