Linda-Pro 1.0: a local ensemble detector of AI-generated English text

Technical report on Linda-Pro 1.0, a local ensemble detector of AI-generated English text (stylometry + two fine-tuned DeBERTa models, windowed scoring). Reports calibration, benchmark results including weak spots (non-native essays, humanizers), and a test on generators unseen by the models. Weights (gated, CC BY-NC 4.0): https://huggingface.co/Lindarixon/Linda-Pro . Code and evaluation script: https://github.com/Lendarixon/Linda . Self-published, not peer reviewed.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-01
DOI
https://doi.org/10.5281/zenodo.23072412
Primary Topic
Authorship Attribution and Profiling
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article
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article

Linda-Pro 1.0: a local ensemble detector of AI-generated English text

Vladyslav Manzyuk
Zenodo (CERN European Organization for Nuclear Research)
Authorship Attribution and Profiling
article

Linda-Pro 1.0: a local ensemble detector of AI-generated English text

Vladyslav Manzyuk
article en

Abstract

Technical report on Linda-Pro 1.0, a local ensemble detector of AI-generated English text (stylometry + two fine-tuned DeBERTa models, windowed scoring). Reports calibration, benchmark results including weak spots (non-native essays, humanizers), and a test on generators unseen by the models. Weights (gated, CC BY-NC 4.0): https://huggingface.co/Lindarixon/Linda-Pro . Code and evaluation script: https://github.com/Lendarixon/Linda . Self-published, not peer reviewed.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 9%
Authorship Attribution and Profiling
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Linda-Pro 1.0: a local ensemble detector of AI-generated English text — Vladyslav Manzyuk · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS