Unverified50% confidenceFactExact time
In the field of information retrieval, the iterative process of 'query-feedback-requery' is called relevance feedback.
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50%
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Long-term
Relevance
10/30/2026
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UnverifiedRecommender systems usually rely on two types of user signals: implicit feedback (such as dwell time and swipe speed) and explicit feedback (such as likes, saves and directly adding topics).73% similarUnverified显式反馈依赖用户主动参与导致样本偏差，隐式反馈解读需要因果推断，成熟团队会叠加两类信号并结合A/B测试72% similarUnverifiedTeams usually value actionable, reproducible feedback more, because such information can be directly converted into fixes or the basis for product decisions.71% similarUnverifiedMaking specific feedback requests is more likely to elicit useful responses than asking broad questions.70% similarUnverifiedIn community discussions, one side holds that a user actively clicking feedback constitutes consent and the product needs no additional pop-up, while the other side emphasizes that a cognitive gap exists between the "improve the model" expectation of feedback and the "transmit the full conversation" reality, and at minimum a brief explanation should be given next to the button.70% similar
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