Unverified50% confidenceOpinionExact time
In practice, a combined approach is common, using fine-tuning to teach the model the process and format for rule-based judgments, and retrieval to ensure the timeliness and traceability of specific provisions.
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10/27/2026
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Unverified该案例对能精确匹配的字段使用规则判断，对需要语义理解的内容交由模型处理，形成规则+语义的混合判断模式76% similarUnverifiedIn the experiments, the rules-first strategy matched the correctness of the pure-model approach in almost all scenarios.74% similarUnverifiedA pragmatic approach is to maintain variants of key prompts for different models and establish an evaluation process to quickly verify performance when switching models.73% similarUnverifiedProduction-grade ranking systems usually combine multiple methods rather than relying on a single algorithm; typically a cheap model or heuristic rules first coarsely filter the candidate set, and then a more expensive model or reranking logic optimizes the final order.72% similarUnverifiedThe standard mode calls the large model to determine the required tools, executes the tools to obtain information, and then hands it back to the large model for integration; it has high fault tolerance and suits complex tasks, with more input tokens but a high cache hit rate.72% similar
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