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cs.CL2026
AraDynFact: Dynamic Evaluation of Factual Knowledge in Arabic
Ignacio Iacobacci, Faroq Altam, Zhaozhi Qian +1
As Large Language Models (LLMs) continue to scale both in size and capabilities, their proficiency in the Arabic Language has seen significant advancement. However, a critical gap…
cs.SE2026
Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation
Shuyin Ouyang, Zhaozhi Qian, Faroq AL-Tam +2
Reinforcement Learning (RL) is an important paradigm for aligning Diffusion Language Models (DLMs) toward functional correctness in code generation. However, these models often enc…