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LLM Failure Modes·Artificial Intelligence
mode collapse

mode collapse

/ˈmoʊd kəˌlæps/

⚠️ LLM Failure Modes

converging to repetitive or generic outputs regardless of varied inputs

mode collapse in a sentence

“Mode collapse made every creative writing request produce similar clichéd stories.”

Origin of mode collapse

Latin modus manner + collapsus fallen together

Related Words

catastrophic forgetting

losing previously learned capabilities when trained on new data

repetition loop

getting stuck generating the same phrase or pattern repeatedly

context overflow

exceeding a model's context limit, which may cause a request to fail or content to be truncated, compacted, or omitted

semantic drift

subtle shifts in meaning of key terms through a conversation

overconfidence

expressing certainty beyond what the model's actual knowledge warrants

lost in the middle

the tendency to miss information buried midway through a long context

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