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》 资源 》论文》Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models

Why Didn’t You Listen to Me? Comparing User Control of Human-in-the-Loop Topic Models

2019-09-19 | |  97 |   44 |   0 0 0
Abstract To address the lack of comparative evaluation of Human-in-the-Loop Topic Modeling (HLTM) systems, we implement and evaluate three contrasting HLTM modeling approaches using simulation experiments. These approaches extend previously proposed frameworks, including constraints and informed prior-based methods. Users should have a sense of control in HLTM systems, so we propose a control metric to measure whether re- finement operations’ results match users’ expectations. Informed prior-based methods provide better control than constraints, but constraints yield higher quality topics

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