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A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning

[Submitted on 28 Jul 2025 (v1), last revised 11 Sep 2025 (this version, v2)] View a PDF of the paper titled LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning, by Yining Huang and 3 other authors View PDF HTML (experimental) Abstract:Large-scale generative models like DeepSeek-R1 and OpenAI-O1 benefit substantially from chain-of-thought (CoT) reasoning, yet pushing their performance …

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لتدريب الذكاء الاصطناعي.. الصين تخطط لإنشاء شبكة حوسبة موحدة

وكشفت صحيفة “ساوث تشاينا مورنينغ بوست”، الخميس، أن لجنة مراكز البيانات المفتوحة الصينية “أو دي سي سي”، التي تضم كبار المستثمرين في البنية التحتية التكنولوجية، نظمت هذا الأسبوع مؤتمرا دام ثلاثة أيام، لمناقشة كيفية تحويل مراكز البيانات المتفرقة إلى شبكة وطنية موحدة. وذكرت الصحيفة، أن الصين بنت بنهاية يونيو 10.85 مليون خادم وأداة خاصة بالذكاء الاصطناعي، بزيادة قدرها 30.7 بالمئة، …

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FTC launches inquiry into AI chatbot companions from Meta, OpenAI, and others

The FTC announced on Thursday that it is launching an inquiry into seven tech companies that make AI chatbot companion products for minors: Alphabet, CharacterAI, Instagram, Meta, OpenAI, Snap, and xAI. The federal regulator seeks to learn how these companies are evaluating the safety and monetization of chatbot companions, how they try to limit negative impacts on children and teens, …

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Partnering with generative AI in the finance function

Generative AI is also showing promise in functions like treasury, with use cases including cash, revenue, and liquidity forecasting and management, as well as automating contracts and investment analysis. However, challenges still remain for generative AI to contribute to forecasting due to the mathematical limitations of LLMs. Regardless, Deloitte’s analysis of its 2024 State of Generative AI in the Enterprise …

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