With the widespread application of binary ionic liquid (IL) mixtures in the chemical, energy, and environmental fields, improving their thermal stability has become crucial. This study three pyrrolidine-based pure ionic liquids (ILs) were selected to form two types of binary IL mixtures, including [Py14][NTf2](x)[Py14][BF4](10-x), and [Py12] [NTf2](x)[BF4](10-x). The thermal decomposition properties of the two mixtures were investigated and compared through thermogravimetric Fourier transform infrared spectroscopy (TG-FTIR), density functional theory (DFT), and molecular dynamics (MD) simulations. The TG results indicate that [Py14][NTf2](x)[Py14][BF4](10-x) exhibits higher thermal stability, and both IL mixtures demonstrate synergistic thermal decomposition behavior at different molar ratios. DFT analysis indicates that, compared to [NTf2]-, [BF4]- exhibits a stronger tendency to bind with cations, facilitating the formation of stable ionic clusters and enhancing overall stability. Additionally, hydrogen bonding interactions are widely present. While C2-H is the main hydrogen bond donor, C4-H, C5-H, and even the hydrogen atom on alkyl can also be involved in hydrogen bonding, albeit as a weak donor. MD simulations reveal that the interactions between anions and cations are not directly correlated with the number of hydrogen bonds, nor do their trends exhibit a significant relationship with the interactions of the mixtures during thermal decomposition. The results will be helpful to select and design the ILs at high temperature, and contribute to their safety.