Technology & AI

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Is letting AI 'think longer' better than building bigger AI models?

For reasoning tasks at fixed total compute, scaling test-time (inference) compute yields larger accuracy gains than spending equivalent compute on increasing model parameters.

Technology & AI
llms
scaling-laws
test-time-compute
reasoning
inference

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Will AI trained on AI-generated content degrade over time?

Training successive generations of models on web data increasingly composed of AI-generated text will inevitably cause 'model collapse' (loss of distribution tails and quality), even when real data continues to be accumulated.

Technology & AI
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model-collapse
training-data
llms
ai-safety

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Will AI trained on AI-generated content degrade over time?
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Is letting AI 'think longer' better than building bigger AI models?
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