Proud to share our position paper, Multi-Faceted Studies on Data Poisoning can Advance LLM Development. In this work, we summarize existing reseaches on data poisoning attacks on LLM, and point out two key limitations. To expand the scope of data poisoning, we propose two novel perspectives: trust-centric and mechanism-centric, to push the study of data poisoning into a new era.