Before revision:  We model the stock price dynamics as a geometric pure jump process with local characteristics driven by an unobservable finite-state Markov chain and by the liquidation rate.
After revision:  We model the stock price dynamics as a geometric pure jump process whose local characteristics are driven by an unobservable finite-state Markov chain and by the liquidation rate.