Large Language Models for Next Point-of-Interest Recommendation

arXiv:2404.17591v1 Announce Type: cross
Abstract: The next Point of Interest (POI) recommendation task is to predict users' immediate next POI visit given their historical data. Location-Based Social Network (LBSN) data, which is often used for the next POI recommendation task, comes with challenges. One frequently disregarded challenge is how to effectively use the abundant contextual information present in LBSN data. Previous methods are limited by their numerical nature and fail to address this challenge. In this paper, we propose a …

abstract arxiv challenge challenges cs.ai cs.ir cs.lg data historical data language language models large language large language models location network next recommendation social type