What is the best party board game for large groups?

For big tables, Herd Mentality is repeatedly singled out across the reviewers we read for scaling to 4-20 players and being trivially easy to teach. Codenames and trivia-style games like 'I Should Have Known That!' also handle larger crowds well when you split into teams.