enver/classical-arabic-logic-slop-unlearning

📜 Classical Arabic Logic & Code Slop Unlearning Dataset

Epistemic Alignment & Anti-Pattern Elimination for Sovereign Code Synthesis

Author: Enver AynEngine
Affiliation: Sovereign Epistemic AI Research / AynEngine Project (Switzerland)
Associated Paper: Hierarchical Symbolic-Neural Mixture of Experts (H-MoE)

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🏛️ Dataset Overview

Modern large language models trained on massive internet web crawls frequently hallucinate architectural anti-patterns, referred to as code slop:

• Amorphous Variables: Generic placeholders (temp, data, item, val, mgr).
• Circular Dependencies (Dafʿ al-Dawr): Cyclic imports and deadlock-prone resource allocation.
• Infinite Regress (Dafʿ al-Tasalsul): Unbounded loops and recursions lacking terminal conditions.
• State Inconsistencies (ʿAdam al-Tanāquḍ): Ambiguous states and silent error swallowing (except: pass).
• Syntactic Governance (Al-Kitāb of Sībawayh): Untyped interfaces and unbounded parameter arity.

This dataset provides paired triplets for supervised fine-tuning (SFT) and Direct Preference Optimization (DPO) / Knowledge Unlearning:

• prompt: The functional programming challenge.
• slop_code (Negative Example): Typical foundation model code with anti-patterns.
• slop_analysis: Epistemic diagnosis grounded in Classical Arabic logic (Al-Ghazālī, Sībawayh, Ibn Manẓūr).
• mantiq_pure_code (Positive Example): Verified, Grade A+ constitutive code adhering to the 5 Epistemic Invariants.

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📊 Dataset Schema

{
  "prompt": "Implement a deterministic token-bucket rate limiter.",
  "slop_code": "class RateLimiter:
    def __init__(self):
        self.data = {}
    def check(self, item):
        pass",
  "slop_analysis": "Violates Al-Ḥadd bi al-Dhātiyyāt by using 'data' and 'item'. Violates Lisān al-ʿArab by silent pass.",
  "mantiq_pure_code": "class TokenBucketRateLimiter:
    def __init__(self, capacity_tokens: int, refill_rate_per_second: float) -> None: ...",
  "invariants_enforced": [
    "Al-Ḥadd bi al-Dhātiyyāt",
    "Dafʿ al-Dawr",
    "Lisān al-ʿArab",
    "Sībawayh Governance"
  ]
}

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📖 Citation

@dataset{enver2026dataset,
  title={Classical Arabic Logic & Code Slop Unlearning Dataset},
  author={Enver AynEngine},
  year={2026},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/enver/classical-arabic-logic-slop-unlearning}
}