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Open-weight model

IdeaLens-LogisticClassifier

by Rishanth Rajendhran rishanthrajendhran/IdeaLens-LogisticClassifier

IdeaLens-LogisticClassifier is an open-weight model from Rishanth Rajendhran, released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0. Its published files total 51.7 KB.

IdeaLens-LogisticClassifier is an idea-level detector: it judges whose ideas a document contains, not who wrote its words, so a document whose ideas are a person's counts as human however much of its prose an AI wrote.

Parameters—
Context—
Weights16.1 KB
Licensecc-by-nc-sa-4.0
AccessOpen weights
Monthly Downloads—

Model Card

IdeaLens-LogisticClassifier is an idea-level detector: it judges whose ideas a document contains, not who wrote its words, so a document whose ideas are a person's counts as human however much of its prose an AI wrote. It is one of the detectors released with IdeaLens and trained on the same data. The idealens package (PyPI) runs the whole pipeline: it assigns each document one of the eight formats, extracts the outline with the prompt, role vocabulary and worked examples the detectors were trained with, and scores it with this model and the thresholds in this repo. Input is JSONL with a text field per document. To score outlines you already have, use idealens score outlines.jsonl -o…

Excerpt from the card by Rishanth Rajendhran, licensed cc-by-nc-sa-4.0.

Identity and Version

Repository
rishanthrajendhran/IdeaLens-LogisticClassifier
Publisher
Rishanth Rajendhran
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
Not stated by the source
Languages
en
Revision
ac39941e7586a67fce8ad8417f92960d09745a67
First published
2026-09-01
Last updated
2026-10-06

Files and Weights

5 files, 51.7 KB in total. The weights are 1 file totalling 16.1 KB in npz.

Weights1 file · 16.1 KB
Configuration1 file · 8.5 KB
Documentation2 files · 25.5 KB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
lr_full_v1m.npzWeights16.1 KB 6e0c09b6c1bc
thresholds.jsonConfiguration8.5 KB —
LICENSEDocumentation20.9 KB —
README.mdDocumentation4.7 KB —
.gitattributesRepository1.5 KB —

License and Download

License
cc-by-nc-sa-4.0
Access
Open weights, no gate
Download size
16.1 KB
Download from Rishanth Rajendhran

Released by Rishanth Rajendhran through its official repository on Hugging Face.

Built From

  • Described by arXiv:2610.06778
  • Trained on (disclosed) rishanthrajendhran/WildOutlines

Memory Requirements

PrecisionWeights in memory
As published16.1 KB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About IdeaLens-LogisticClassifier

Can I use IdeaLens-LogisticClassifier commercially?

Not without separate permission. IdeaLens-LogisticClassifier is released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0. CC BY-NC-SA 4.0 permits non-commercial sharing and adapting with credit, and requires adaptations to use the same license. Commercial use needs separate permission.