Persian-Phi: Efficient Cross-Lingual Adaptation of Compact LLMs via Curriculum Learning

arXiv — cs.CLTuesday, December 9, 2025 at 5:00:00 AM
  • The introduction of Persian-Phi, a 3.8B parameter model, marks a significant advancement in the adaptation of Large Language Models (LLMs) for low-resource languages, specifically Persian. This model utilizes a curriculum learning pipeline that begins with bilingual narratives to align embeddings before extensive training, challenging the notion that large model sizes are necessary for multilingual capabilities.
  • This development is crucial for Microsoft as it demonstrates the potential for efficient, scalable AI solutions that can democratize access to advanced language processing technologies, particularly in regions with limited resources.
  • The emergence of compact models like Persian-Phi reflects a broader trend in AI towards resource-efficient solutions, as organizations seek to balance performance with accessibility. This shift is underscored by ongoing discussions about the feasibility of deploying LLMs on personal devices, highlighting the need for innovations that can operate effectively within existing technological constraints.
— via World Pulse Now AI Editorial System

Was this article worth reading? Share it

Recommended apps based on your readingExplore all apps
Continue Readings
Microsoft to Spend Another $5.4 Billion to Boost AI in Canada
PositiveArtificial Intelligence
Microsoft has announced a significant investment of $5.4 billion aimed at enhancing artificial intelligence (AI) and cloud infrastructure in Canada. This initiative will also focus on improving cybersecurity measures and providing training for workers in the AI sector.
On-Premises Azure DevOps Server Reaches GA
PositiveArtificial Intelligence
Azure DevOps Server has reached general availability, marking Microsoft’s launch of a self-hosted DevOps platform that includes ongoing updates and Git-first enhancements. This release is aimed at providing organizations with a robust tool for managing software development and delivery processes.
Nvidia Wins US Approval to Sell H200 Chips to China | Bloomberg Tech 12/9/2025
PositiveArtificial Intelligence
President Trump has granted Nvidia permission to sell its H200 artificial intelligence chips to approved customers in China, lifting a previous export ban due to national security concerns. This decision includes a 25% surcharge on sales, marking a significant policy shift in U.S.-China tech relations.
Azure Broadens AI Options from Models to Hybrid Deployment
PositiveArtificial Intelligence
Microsoft is expanding its Azure AI offerings by introducing more model choices through Microsoft Foundry and enhancing hybrid and sovereign deployment options, promoting a flexible approach to AI deployment. This initiative aims to cater to diverse organizational needs and preferences in AI integration.
Microsoft Commits $17.5 Bn to Advance India’s AI Ambition
PositiveArtificial Intelligence
Microsoft has announced a significant investment of $17.5 billion aimed at advancing artificial intelligence (AI) initiatives in India, marking its largest investment in Asia to date. This commitment is part of Microsoft's broader strategy to enhance its AI capabilities and support the growing tech ecosystem in India.
From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence
NeutralArtificial Intelligence
Large language models (LLMs) have revolutionized automated software development, enabling the conversion of natural language into functional code, as highlighted in a comprehensive survey on code intelligence. This evolution is exemplified by tools like Github Copilot and Claude Code, which have significantly improved coding success rates on benchmarks like HumanEval.
Anthropic's Claude Code can now read your Slack messages and write code for you
PositiveArtificial Intelligence
Anthropic has introduced a beta integration of its Claude Code programming agent with Slack, enabling software engineers to manage coding tasks directly within the messaging platform. This integration aims to streamline workflows by allowing engineers to access critical context, such as bug reports and feature requests, without switching applications.
Report: Aging power grid puts OpenAI and Microsoft's growth at risk
NegativeArtificial Intelligence
A recent report indicates that the aging power grid in the United States poses a significant risk to the growth plans of OpenAI and Microsoft, highlighting a potential energy gap that could hinder their operations. This situation raises alarms about the sustainability of their expansion strategies in an increasingly energy-dependent tech landscape.