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A common engineering optimization strategy is to add an intent complexity classifier at the request entry point, using a lightweight model or rules to determine whether a query is a multi-segment question, thereby routing it to the appropriate retrieval pipeline.
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10/5/2026
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UnverifiedThe adaptive mechanism evaluates query complexity, routing simple queries through a lightweight fast path and only invoking the more complete and time-consuming retrieval and reasoning pipeline for complex queries.77% similarUnverifiedClarifying the solvability boundary of a class of sandwich problems can directly guide practical algorithm design, telling engineers which problems can be solved efficiently and which can only be addressed with approximation or heuristic methods.73% similarUnverified多臂老虎机算法(如UCB、Thompson Sampling)可在工具成功率不确定情况下做出兼顾探索与利用的决策,可应用于工具选择路由72% similarUnverifiedSmart Routing automatically matches the most suitable model based on the complexity of the task.72% similarUnverifiedThe ultra-fast mode supports concurrent searches, enabling engineers to investigate multiple leads simultaneously rather than sequentially one by one.72% similar
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