Feedback Loop Collapse

Intermediate

Model trained on its own outputs degrades quality.

Full Definition

Model trained on its own outputs degrades quality.

Keywords

self-reinforcement

Domains

Model Failure Modes

Related Terms

Spurious Correlation related to

Model relies on irrelevant signals.

 Prompt Sensitivity related to

Small prompt changes cause large output changes.

 Overconfidence related to

Probabilities do not reflect true correctness.

 Overgeneralization related to

Applying learned patterns incorrectly.

 Exposure Bias related to

Differences between training and inference conditions.

 Catastrophic Forgetting related to

Loss of old knowledge when learning new tasks.

 Distribution Shift related to

Train/test environment mismatch.

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