The long-term stability of halide perovskite solar cells (PSCs) remains the critical problem of this photovoltaic technology. Different structural defects formed in the thin-film perovskite films were considered as a main trigger for the decomposition of the absorber and corrosion of the interfaces in the device structure. The changes in the stability performance of the PSCs require a detailed analysis of the defects generated under external stress (light and heat). Using admittance, deep-level transient spectroscopy (DLTS) and reverse DLTS we determined the evolution of the defect energy levels in p-i-n PCS under continuous light soaking stress. We compared the impact of the charged defects on the performance and long-term stability of the CsFAPbI3 based devices with and without Cl-doping. Despite the gain in the output performance of the PCSs, the devices with CsFAPbI3-xClx showed improved light soaking stability. The T80 (time required to reduce initial efficiency by 20%) for Cl-doped PSCs was 1280 h, while for pure CsFAPbI3 based devices only 650 h. Three different defect energy levels were determined for different device configurations. We found that Cl-doping suppressed the formation of the antisite defects (IPb, IFA) and iodine interstitials (Ii). The changes in the defect's energy levels after continuous light soaking stress were analyzed and discussed. The present work provides new insights for the defect behavior of PSCs under continuous external stress, revealing the physical-chemical impact of the Cl-additive strategy.