Douban Chinese Movie Reviews
Douban is a 100,000-review Chinese movie-review corpus. Each of the four production lenses (Behavioral Medicine v3, All Psychology, Sociology, Information Systems) is applied directly to the original Chinese text via that lens's Chinese-language dictionary. No external translation step is involved — the per-lens translation pipeline is internal to each lens's multilingual loading matrix. The texts predominantly discuss a range of sentiments regarding film quality , character performances , and emotional impact . Many reviews express feelings of disappointment or surprise related to the films' execution, often contrasting high expectations with the actual viewing experience. Common themes include humor and emotional resonance , with some passages highlighting specific scenes or dialogue that elicited strong reactions, whether positive or negative. Additionally, there are mentions of technical aspects such as visual effects and cinematography , which are sometimes praised while the narrative coherence is critiqued. Overall, the reviews reflect a diverse array of personal experiences and evaluations of cinematic works. [Summary on 50 random texts by ChatGPT 4o Mini].
Reported holdout systems from the verified card
Ordinal prediction uses Quad. κ as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.