| --- |
| license: other |
| license_name: tokenai-neo-ar-model-license |
| license_link: https://huggingface.co/tokenaii/Neo-Ar/blob/main/licenses/MODEL_LICENSE.md |
| library_name: pytorch |
| pipeline_tag: text-classification |
| language: |
| - ar |
| tags: |
| - system-one |
| - decision-model |
| - rlcd |
| - tool-routing |
| - arabic |
| - arabic-only |
| --- |
| |
| # Neo Ar — Arabic Decision Model |
|
|
| <p align="center"><img src="assets/neo-ar-cover.png" alt="Neo Ar — Arabic Decision Model" width="360"></p> |
|
|
| Neo Ar is an Arabic-only TokenAI System One decision model. It selects bounded |
| actions from declared candidate sets and returns typed probabilities for |
| `choice`, `score`, and `noul`. It does not generate free-form conversation. |
|
|
| ## Language policy |
|
|
| The model weights, tokenizer, training records, labels, questions, tool |
| descriptions, and evaluation cases are Arabic-only. This model card and the |
| repository documentation are English for accessibility; English is not a |
| supported model language. |
|
|
| ## Architecture target |
|
|
| - 12-layer bidirectional Transformer encoder. |
| - Hidden size 768; 12 attention heads. |
| - Intermediate size 3,072; maximum context 1,024 tokens. |
| - Up to 64 choice options and 7 ordered score levels. |
| - Binary `noul` head and up to 12 questions per request. |
| - 86,393,160 trainable parameters with the released 644-token vocabulary. |
|
|
| ## Links |
|
|
| - Dataset: https://huggingface.co/datasets/tokenaii/Neo-Ar-Dataset |
| - Complete source and training repository: https://github.com/tokenaii/Neo-Ar |
|
|
| The GitHub repository contains the complete source code, Arabic data generator, |
| tokenizer construction, training code, evaluation, benchmark results, and |
| training history. This model repository contains release artifacts and public |
| documentation only. |
|
|
| ## Status and limitations |
|
|
| This is a research model until held-out Arabic benchmarks demonstrate reliable |
| tool routing, calibration, option-order robustness, and unseen-tool behavior. |
| Do not use it for unsupervised high-impact or irreversible decisions. |
|
|
| TokenAI is a non-profit startup founded in 2025 by Assem Sabry, based in |
| Alexandria, Egypt. Contact: info@tokenai.llc — https://tokenai.llc. |
|
|
