AraDynFact: Dynamic Evaluation of Factual Knowledge in Arabic

arXiv:2609.35461 · cs.CL · Submitted 2026-09-28 · Read on arXiv

cs.CL

Submitted: 2026-09-28

Updated: 2026-09-28

Terminology

• Benchmark — 39× in this paper · explained in 2 episodes
• Benchmarking — 4× in this paper · explained in 3 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Consistency — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Modern Standard Arabic — 2× in this paper
• Adam — 1× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Distillation — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Named Entity Recognition (NER) — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Scaling Laws — 1× in this paper · explained in 4 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verifiability — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• gpt-oss-120b & gpt-oss-20b Model Card
• Command R7B Arabic: A Small, Enterprise Focused, Multilingual, and Culturally Aware Arabic LLM
• Palm: A Culturally Inclusive and Linguistically Diverse Dataset for Arabic LLMs
• 3LM: Bridging Arabic, STEM, and Code through Benchmarking
• The Llama 3 Herd of Models
• DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
• The Llama 4 Herd: Architecture, Training, Evaluation, and Deployment Notes
• FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation
• Qwen3 Technical Report
• Commonsense Reasoning in Arab Culture
• Measuring short-form factuality in large language models

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