I FIXED LLM Mode Collapse: The Simple Prompt That 2.1x’d GPT’s Creativity (Verbalized Sampling) скачать в хорошем качестве

I FIXED LLM Mode Collapse: The Simple Prompt That 2.1x’d GPT’s Creativity (Verbalized Sampling)

New arXiv paper alert! This video dissects the fascinating work on Verbalized Sampling (VS), a novel technique aimed at solving LLM mode collapse caused by typicality bias in preference data. The authors propose a brilliant, training-free, inference-time strategy that demonstrably increases diversity (1.6x-2.1x in creative tasks). Learn about the data-centric perspective on alignment failures and how this simple prompt can unlock unprecedented output variety. Essential viewing for AI researchers and ML engineers!

📝 Read the full paper (v3, Oct 2025): https://arxiv.org/pdf/2510.01171 #MachineLearning #ArXiv #TechnicalAI #LLMSafety #ResearchPaper