enver / rootformer-v19-sovereign-transmute

Rootformer v19.2: Basran Bedrock & Andalusian Addition Synthesis

Sovereign Neuro-Symbolic Arabic Epistemology & Bilingual Transmutation Engine

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🌟 Overview: What is Rootformer v19.2?

Rootformer v19.2 is a neuro-symbolic language and transmutation engine developed to resolve the fundamental limitations of standard flat subword autoregressive language models on Classical Arabic.

While conventional models treat Arabic words as arbitrary subword token strings, Rootformer treats Arabic through its authentic Farāhīdian radical-morphemic coordinates : $\text{Word}\equiv (P,R,W,S)=(\text{Prefix},\text{Radical Triconsonantal Root},\text{Morphological Wazn},\text{Suffix})\backslash text\{Word\}\; \backslash equiv\; (P,\; R,\; W,\; S)\; =\; (\backslash text\{Prefix\},\; \backslash text\{Radical\; Triconsonantal\; Root\},\; \backslash text\{Morphological\; Wazn\},\; \backslash text\{Suffix\})$ Word ≡ ( P , R , W , S ) = ( Prefix , Radical Triconsonantal Root , Morphological Wazn , Suffix )

The Sovereign Epistemological Hierarchy:

1. Arabic is the Primary Language : The core 24-layer backbone model is an uncompromising Arabic mind trained on classical heritage texts (Qur'ān, Ḥadīth, Kitāb al-ʿAyn , Sībawayh's Al-Kitāb , Lisān al-ʿArab , Kalām, and Falsafah).
2. Next-Root Morph Prediction (NRMP) is the Primary Feature : The model predicts the next concept radical root ($R \in {1 \dots 9,114}$) across classical semantic space before decoding surface realization.
3. The Basran Bedrock ( Al-Aṣl - 68.3%) : Anchored in Al-Khalīl ibn Aḥmad al-Farāhīdī and Sībawayh, defining roots, radical phonotactics, and syntactic governance.
4. The Andalusian Addition ( Al-Farʿ - 31.7%) : Enriched with 65,005 propositions from 12 canonical OpenITI works (Ibn Maḍā', Ibn Mālik, Abū Ḥayyān, Al-Shāṭibī, Al-Suhaylī, Ibn Sīdah).

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🚀 Quickstart: Easy Testing for Users

1. Installation

git clone https://huggingface.co/enver/rootformer-v19.2-sovereign-synthesis
cd rootformer-v19.2-sovereign-synthesis
pip install torch safetensors transformers

2. Interactive Transmutation (CLI)

Transmute any classical Arabic proposition into high-register Victorian English in under 30 milliseconds:

python transmute_quickstart.py "العلم نور يضيء العقل ويهدي إلى الحق"

Output:

Input Arabic : العلم نور يضيء العقل ويهدي إلى الحق
Transmutation: the knowledge is light illuminates the intellect and guides to truth

Complex Multi-Clause Theological Transmutation (Al-Ghazālī, Ayyuhā al-Walad ):

python transmute_quickstart.py "و سألتني عن التّوكّل و هو أن تستحكم اعتقادك بالله تعالى فيما وعد، يعني تعتقد أنّ ما قدّر لك سيصل إليك لا محالة، و إن اجتهد كلّ من في العالم على صرفه عنك، و مالم يكتب لن يصل إليك و إن ساعدك جميع العالم."

Output:

Transmutation: and you asked me regarding reliance upon God (al-tawakkul) and it is that you firmly establish your belief in God Almighty concerning what He has promised; meaning you believe that whatever has been decreed for you shall reach you inevitably; even if all who are in the world strive to divert it from you; and whatever was not written shall not reach you even if the entire world assists you

3. Run the Built-In Classical Benchmark Demo

python transmute_quickstart.py --demo

4. Python API Usage

import torch
from transmute_quickstart import load_v19_2_engine, transmute

# Load the sovereign engine
ar_model, engine, vocab, device = load_v19_2_engine()

# Transmute a classical proposition
text = "اليقين لا يزول بالشك"
result = transmute(text, ar_model, engine, vocab, device)
print("Result:", result)
# Output: Result: the certainty is not dispelled by doubt

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🧠 The 9 Classical Traditions Integrated

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📊 Empirical Benchmarks (RTX PRO 4500 Blackwell GPU)

Training Convergence Milestones (3,000 Steps)

• Validation Token Loss : Dropped continuously from baseline 6.45 to 6.2030 ( all-time record low ).
• Validation Root Perplexity (PPL) : Compressed from 179.0 to 156.40 across the 9,114 root inventory ( 58-fold compression over uniform entropy).
• Word 4-Tuple Exact Match : 17.19% ($P + R + W + S$ simultaneous exact match on out-of-domain classical texts).
• Inference Speed : 29.8 ms per proposition ( >100 words/sec ).
• Stutter / Degeneracy Rate : 0.0% (zero repetitive loops or "the the the" collapse).

Classical Heritage Transmutation Evaluation

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📦 Checkpoint Artifacts

The repository contains the following trained model weights:

• checkpoints/rootformer_v19_2_synthesis_ar_backbone.safetensors (757 MB) — 24-Layer Arabic Backbone with co-trained upper layers (Layers 18–23).
• checkpoints/rootformer_v19_2_synthesis_transmuter_master.safetensors (104 MB) — 8-Layer Jurjānī Deep Transmuter Head.
• checkpoints/rootformer_v19_2_synthesis_mada_projector.safetensors (897 KB) — Ibn Maḍā' Direct Realism Cosine Semantic Projector.

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📜 Citation

@software{rootformer_v19_2_2026,
  author = {Enver Korça and the Farāhīdian Research Circle},
  title = {Rootformer v19.2: Basran Bedrock & Andalusian Addition Synthesis for Sovereign Arabic Language Modeling and Transmutation},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/enver/rootformer-v19.2-sovereign-synthesis}
}