Um usuário está desenvolvendo uma plataforma de coleta de fotos crowdsourced, utilizando YOLO/CLIP para rotulagem automática e enriquecimento de metadados. Ele busca sugestões sobre quais tipos de dados de imagem são mais difíceis de encontrar e mais desejados para o treinamento de modelos de IA, citando exemplos como cenas de rua europeias ou prateleiras de supermercado.
Jeff Howe introduced crowdsourcing in 2006, defining it by two modes: passive collection (like Waze or reCAPTCHA) and active contribution (like Wikipedia). The article positions "swarmsourcing" as the subsequent evolution, building on these forms of collective intelligence.
This paper investigates truthful online preference aggregation for fine-tuning Large Language Models (LLMs) in mobile crowdsourcing. It proposes a novel online weighted aggregation mechanism to address strategic misreporting by workers, modeling the process as a dynamic Bayesian game. The goal is to overcome existing approaches that fail to identify the most accurate worker and result in linear regret.