论文标题
Solidago：模块化协作评分管道
Solidago: A Modular Collaborative Scoring Pipeline
论文作者
论文摘要
本文介绍了Solidago，这是一种端到端的模块化管道，允许任何用户社区协作得分任何数量的实体。 Solidago提出了六模块分解。首先，它使用预告片和点对点凭证将信任分数分配给用户。其次，根据参与，每个实体每个用户的信任分数将变成投票权。第三，对于每个用户，从用户的评估数据中学到了一个优先模型。第四，用户的型号的规模相似。第五，这些模型是安全的。第六个模型将被后处理以产生人类可读的全球分数。我们还提出了这六个模块的默认实现，包括一种新颖的信任繁殖算法，以及对最先进的扩展和聚合解决方案的改编。我们的管道已成功部署在开源平台Tournesol.App上。因此，我们为任何一组实体的协作，有效，可扩展，公平，可解释和安全评分奠定了一个吸引人的基础。
This paper presents Solidago, an end-to-end modular pipeline to allow any community of users to collaboratively score any number of entities. Solidago proposes a six-module decomposition. First, it uses pretrust and peer-to-peer vouches to assign trust scores to users. Second, based on participation, trust scores are turned into voting rights per user per entity. Third, for each user, a preference model is learned from the user's evaluation data. Fourth, users' models are put on a similar scale. Fifth, these models are securely aggregated. Sixth, models are post-processed to yield human-readable global scores. We also propose default implementations of the six modules, including a novel trust propagation algorithm, and adaptations of state-of-the-art scaling and aggregation solutions. Our pipeline has been successfully deployed on the open-source platform tournesol.app. We thereby lay an appealing foundation for the collaborative, effective, scalable, fair, interpretable and secure scoring of any set of entities.
