A method implemented by one or more processors, the method comprising: determining, at a computing device (108, 202), that a user has provided a spoken utterance that is directed to an automated assistant that is accessible via the computing device, wherein the spoken utterance does not explicitly identify a name of any application that is different from the automated assistant; processing, in response to determining that the user provided the spoken utterance, input data characterizing the spoken utterance to identify one or more operations that are associated with a request embodied in the spoken utterance, wherein processing the input data to identify the one or more operations includes: processing the input data, using a trained neural network model, to generate output that indicates a first location in an embedding space, determining a distance measure between the first location in the embedding space and a second location, in the embedding space, that corresponds to the one or more operations, and identifying the one or more operations based on the distance measure satisfying a distance threshold, wherein the one or more operations are executable via a particular application that is separate from the automated assistant, and wherein the particular application is void of an application programming interface, API, via which the one or more operations of the particular application can be controlled by the automated assistant; generating, based on processing the input data, one or more application inputs for the particular application, wherein the one or more application inputs are generated using interaction data that provides a correlation between the one or more operations and the one or more application inputs; and causing, based on generating the one or more application inputs, the automated assistant to provide the one or more application inputs to the particular application, wherein providing the one or more application inputs to the particular application causes the particular application to perform the one or more operations and fulfill the request embodied in the spoken utterance. determining, at a computing device (108, 202), that a user has provided a spoken utterance that is directed to an automated assistant that is accessible via the computing device, wherein the spoken utterance does not explicitly identify a name of any application that is different from the automated assistant; processing, in response to determining that the user provided the spoken utterance, input data characterizing the spoken utterance to identify one or more operations that are associated with a request embodied in the spoken utterance, wherein processing the input data to identify the one or more operations includes: processing the input data, using a trained neural network model, to generate output that indicates a first location in an embedding space, determining a distance measure between the first location in the embedding space and a second location, in the embedding space, that corresponds to the one or more operations, and identifying the one or more operations based on the distance measure satisfying a distance threshold, wherein the one or more operations are executable via a particular application that is separate from the automated assistant, and wherein the particular application is void of an application programming interface, API, via which the one or more operations of the particular application can be controlled by the automated assistant; wherein processing the input data to identify the one or more operations includes: processing the input data, using a trained neural network model, to generate output that indicates a first location in an embedding space, determining a distance measure between the first location in the embedding space and a second location, in the embedding space, that corresponds to the one or more operations, and identifying the one or more operations based on the distance measure satisfying a distance threshold, processing the input data, using a trained neural network model, to generate output that indicates a first location in an embedding space, determining a distance measure between the first location in the embedding space and a second location, in the embedding space, that corresponds to the one or more operations, and identifying the one or more operations based on the distance measure satisfying a distance threshold, wherein the one or more operations are executable via a particular application that is separate from the automated assistant, and wherein the particular application is void of an application programming interface, API, via which the one or more operations of the particular application can be controlled by the automated assistant; generating, based on processing the input data, one or more application inputs for the particular application, wherein the one or more application inputs are generated using interaction data that provides a correlation between the one or more operations and the one or more application inputs; and causing, based on generating the one or more application inputs, the automated assistant to provide the one or more application inputs to the particular application, wherein providing the one or more application inputs to the particular application causes the particular application to perform the one or more operations and fulfill the request embodied in the spoken utterance.