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New Open-Source Arabic LLM 'RightNow-Arabic-0.5B-Turbo' Released

Researchers have developed RightNow-Arabic-0.5B-Turbo, a new open-source Arabic language model with 518 million parameters. This model is built upon Qwen2.5-0.5B and incorporates a specialized Arabic vocabulary through vocabulary injection. The development process involved extensive pre-training, supervised fine-tuning, and direct preference optimization, culminating in a weight soup merge across multiple checkpoints. The resulting model demonstrates competitive performance on Arabic benchmarks, outperforming other open models in its size class and achieving a significant portion of the performance of much larger models with a fraction of the parameters. It is designed for edge deployment, quantizing to a small file size and delivering fast inference speeds on consumer hardware. AI

IMPACT Provides a smaller, specialized Arabic LLM for edge deployment, potentially increasing accessibility and use cases for Arabic NLP.

RANK_REASON Publication of a research paper detailing a new open-source language model. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

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New Open-Source Arabic LLM 'RightNow-Arabic-0.5B-Turbo' Released

COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Jaber Jaber, Osama Jaber ·

    RightNow-Arabic-0.5B-Turbo: An Open Sub-1B Arabic Language Model via Vocabulary Injection and Edge-First Deployment

    arXiv:2605.28827v1 Announce Type: new Abstract: Open Arabic large language models split into two classes: sub-1B multilingual models that treat Arabic as an afterthought (Qwen2.5-0.5B, Falcon-H1-0.5B), and 7B-70B Arabic-specialized models that require a server to run (Jais, AceGP…