POINTS-Yi-1.5-9B-Chat is a visual language model that incorporates the latest visual language model technologies along with innovations introduced by WeChat AI. The model features significant innovations in pre-training dataset filtering and Model Soup technology, allowing for substantial reductions in dataset size while enhancing model performance. It excels in multiple benchmark tests, marking an important advancement in the field of visual language models.