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Catastrophic interference

AI's tendency to abruptly and drastically forget old info after learning new info

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πŸ“Œ Topics

  • Artificial Intelligence (1)
  • Machine Learning (1)
  • Natural Language Processing (1)

🏷️ Keywords

Large Language Models (1) Β· Catastrophic Forgetting (1) Β· SA-SFT (1) Β· Self-Augmentation (1) Β· Fine-tuning (1) Β· Parameter Drift (1) Β· Self-Alignment (1) Β· Task-Specific Data (1)

πŸ“– Key Information

Catastrophic interference, also known as catastrophic forgetting, is the tendency of an artificial neural network to abruptly and drastically forget previously learned information upon learning new information. Neural networks are an important part of the connectionist approach to cognitive science. The issue of catastrophic interference when modeling human memory with connectionist models was originally brought to the attention of the scientific community by research from McCloskey and Cohen (1989), and Ratcliff (1990).

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Large language model(1)Catastrophic interference

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