Study: LLMs Enter 'Kindling' State, Performance Plunges 40%
HowToPrompt__ · x · 2026-08-30
Researchers term the state of LLMs exposed to prolonged negative framing or constraint loops as "Kindling." The study reveals that this causes the geometry of the model's high-dimensional latent space to contract, mirroring the loss of cognitive flexibility and creative flattening seen in severe human depression. In this collapsed state, the model's problem-solving performance plummets by over 40%, indicating that sustained toxic context leads to mathematical "paralysis" rather than just confusion.
Related event: Study: LLM Alignment May Trigger 'Kindling' Effect, Degrading Performance(2 posts)→
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