Before revision:  While artificial neural networks have led to significant improvements in different tasks in cold start knowledge graph population , the overall F1 of the  system remains quite low.
After revision:  While artificial neural networks have led to significant improvements in different tasks in cold start knowledge graph population , the overall F1 of the end-to-end system remains quite low.