Open-weight model
IdeaLens-LogisticClassifier-PerItem
by Rishanth Rajendhran rishanthrajendhran/IdeaLens-LogisticClassifier-PerItem
IdeaLens-LogisticClassifier-PerItem is an open-weight model from Rishanth Rajendhran, released under Creative Commons Attribution-NonCommercial-ShareAlike 4.0. Its published files total 49.4 KB.
IdeaLens-LogisticClassifier-PerItem 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.
Model Card
IdeaLens-LogisticClassifier-PerItem 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…
Excerpt from the card by Rishanth Rajendhran, licensed cc-by-nc-sa-4.0.
Identity and Version
- Repository
- rishanthrajendhran/IdeaLens-LogisticClassifier-PerItem
- 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
- 8bcb36b13e4709e9eb36a331a16ab630b22793ad
- First published
- 2026-09-01
- Last updated
- 2026-10-06
Files and Weights
5 files, 49.4 KB in total. The weights are 1 file totalling 16.1 KB in npz.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| lr_items_v1m.npz | Weights | 16.1 KB | c05996bea480 |
| thresholds.json | Configuration | 6.0 KB | — |
| LICENSE | Documentation | 20.9 KB | — |
| README.md | Documentation | 4.8 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- cc-by-nc-sa-4.0
- Access
- Open weights, no gate
- Download size
- 16.1 KB
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
| Precision | Weights in memory |
|---|---|
| As published | 16.1 KB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About IdeaLens-LogisticClassifier-PerItem
Can I use IdeaLens-LogisticClassifier-PerItem commercially?
Not without separate permission. IdeaLens-LogisticClassifier-PerItem 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.