Unverified50% confidenceFactExact time
Failure modes describe the typical manifestations when invariants are violated, such as the model generating ambiguous input causing the rule engine to crash, rules being over-constraining so that the model cannot produce valid output, or bidirectional feedback loops causing infinite oscillation.
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50%
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Long-term
Relevance
10/30/2026
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Unverified级联失败是指单次工具调用错误会污染后续上下文，导致模型在错误的中间状态上继续推理，最终使整个任务偏轨77% similarUnverifiedMode collapse refers to the generator repeatedly outputting samples that easily fool the discriminator, resulting in severely insufficient diversity in the generated results.74% similarUnverifiedLLM outputs have two types of failure modes: "loud failures" where an exception is thrown and the task terminates immediately, and "silent failures" where field or type errors are exposed only with delay.73% similarUnverifiedIn physical tasks, for autoregressive models, any single-step deviation accumulates exponentially with sequence length, ultimately leading to catastrophic failure.72% similar
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