POINTS-Qwen-2-5-7B-Chat integrates the latest advancements and techniques in visual language models, proposed by researchers at WeChat AI. It significantly enhances model performance through techniques like pre-training dataset filtering and model ensembling. This model has shown outstanding performance in multiple benchmark tests, representing a significant advancement in the field of visual language models.