Unverified50% confidenceFactExact time
A degeneration loop refers to a state in which a model becomes trapped in repeatedly generating the same word or phrase, unable to produce meaningful, diverse output.
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10/7/2026
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Unverified重复性乱码输出在学术界被称为 repetition degeneration（退化式输出），是大语言模型推理中的一种已知现象72% similarUnverifiedThe infinite-loop phenomenon in language model agents is referred to as a repetition trap or state collapse, with ternary quantization reducing the model's ability to discriminate subtle semantic differences in long contexts.68% similarUnverifiedmodel.generate() is a single-threaded, synchronous blocking call that lacks request queuing, batching, and asynchronous response capabilities, making it unsuitable for direct use in multi-user concurrent production scenarios.65% similarVerifiedThe inference speed of large language models is constrained by the nature of autoregressive generation, which can only produce one token at a time and depends on all preceding tokens, making true parallelization impossible.63% similarVerifiedWhen language models are repeatedly trained on data generated by themselves or similar models, systematic degradation occurs, with the diversity of model outputs decreasing with each generation and the tail information of the distribution gradually being lost.63% similar
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