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Tiny Models, Big Reasoning Gains: USC Researchers Introduce Tina for Cost-Effective Reinforcement Learning with LoRA

Achieving strong, multi-step reasoning in LMs remains a major challenge, despite notable progress in general task performance. Such reasoning is crucial for complex problem-solving domains, such as scientific research and strategic planning. Traditionally, enhancing reasoning skills involves supervised fine-tuning (SFT),…

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Devin AI Introduces DeepWiki: A New AI-Powered Interface to Understand GitHub Repositories

Devin AI recently introduced DeepWiki, a free tool that automatically generates structured, wiki-style documentation for any GitHub repository. Built using their in-house DeepResearch agent, DeepWiki aims to simplify the process of understanding unfamiliar codebases by offering a comprehensive, interactive overview…

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A Coding Tutorial of Model Context Protocol Focusing on Semantic Chunking, Dynamic Token Management, and Context Relevance Scoring for Efficient LLM Interactions

Managing context effectively is a critical challenge when working with large language models, especially in environments like Google Colab, where resource constraints and long documents can quickly exceed available token windows. In this tutorial, we guide you through a practical…

Read MoreA Coding Tutorial of Model Context Protocol Focusing on Semantic Chunking, Dynamic Token Management, and Context Relevance Scoring for Efficient LLM Interactions