#model-collapse

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Theregister
3 months ago
Data science

What is Model Collapse and how to avoid it

Machine learning models that feed on themselves and ingest data from generative models can suffer from 'Model Collapse,' where they stop working well, particularly in low-probability events.
Data gathering and training practices need to account for this phenomenon in order to prevent model collapse. [ more ]
Yahoo Finance
5 months ago
Data science

Why we need to fear the risk of AI model collapse

Generative AI has the potential for great benefits but also carries risks, including model collapse.
Model collapse occurs when generative AI becomes unstable or unreliable due to training on synthetic data instead of human-generated data. [ more ]
www.fastcompany.com
5 months ago
Artificial intelligence

What Grok's recent OpenAI snafu teaches us about LLM model collapse

The ease of creating content using generative AI tools has led to concerns about model collapse.
The chatbot Grok developed by xAI unintentionally plagiarized a response from OpenAI's chatbot. [ more ]
www.standard.co.uk
5 months ago
Artificial intelligence

Why we need to fear the risk of AI model collapse

Generative AI has enormous potential but also poses risks such as job redundancies and biases in decision-making.
Model collapse occurs when generative AI becomes unstable or unreliable, usually due to being trained on AI-generated content instead of human-generated data. [ more ]
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