What are the challenges in implementing NER for brand recognition, and how can they be overcome?

Challenges in implementing NER for brand recognition include dealing with ambiguous brand names, handling variations in brand name spelling, and keeping up with new brand names. These challenges can be overcome by using advanced NER techniques, continuously updating the knowledge graphs, and incorporating human-in-the-loop validation.