Abstract: Disclosed herein is a system for facilitating accomplishing tasks based on a natural language conversation. Accordingly, the system may include a direct graph unit. Further, the direct graph unit may include a directed graph. Further, the directed graph models a non-linearity of the natural language conversation. Further, the directed graph may include a set of nodes connected by at least one edge. Further, the system may include a context-encoded language understanding unit may include a learning unit and an inferring unit. Further, the learning unit may be configured for receiving a plurality of inputs. Further, the learning unit may be configured for generating a model based on the plurality of inputs. Further, the inferring unit may be configured for receiving a plurality of inputs. Further, the inferring unit may be configured for generating an output based on the plurality of inputs and the model.