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  • All (16518) +280
    • AI (2550) +21
    • DevOps (732) +17
    • Software (8645) +139
    • IT (4553) +100
    • Education (37) +2
  • Notice
  • All (16518) +280
  • AI (2550) +21
  • DevOps (732) +17
  • Software (8645) +139
  • IT (4553) +100
  • Education (37) +2
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  • 17 hours ago · ai

    Won't LLMs eventually train on themselves? It'll slowly decline in output..

    TL;DR LLMs train on stuff like documentation, GitHub repositories, StackOverflow, and Reddit. But as we keep using LLMs, their own output goes into these platf...

    #LLM #model degradation #data contamination #AI training data #self-referential output #AI safety
  • 1 day ago · ai

    I broke GPT-2: How I proved Semantic Collapse using Geometry (The Ainex Limit)

    TL;DR I forced GPT‑2 to learn from its own output for 20 generations. By Generation 20 the model lost 66 % of its semantic volume and began hallucinating state...

    #GPT-2 #semantic collapse #synthetic data #language models #AI safety #model degradation #geometry analysis
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