SYSTEMS AND METHODS FOR DIALOG MANAGEMENT
A method is presented for selecting, by a dialog manager, a current path location of an instance of a task from a list of a plurality of scored intent hypotheses with distinct intents and different task paths, comprising the steps of: performing a first filtering of the list of the plurality of scored intent hypotheses to comprise hypotheses meeting a pre-determined threshold; from the first filtered list, determining an intent and a task path for each of the hypotheses meeting the pre-determined threshold, wherein each of the hypotheses meeting the pre-determined threshold have the same intent; determining a simplest distinct task path to each hypothesis and presenting each of the simplest distinct paths in a second list; performing a second filtering of the second list by selecting a single distinct path; and confirming the intent of the hypothesis and configuring the selected single path to the current path location.
1 . A method for selecting, by a dialog manager, a current path location of an instance of a task from a list of a plurality of scored intent hypotheses with distinct intents and different task paths, the method comprising the steps of:
a. performing a first filtering of the list of the plurality of scored intent hypotheses to comprise hypotheses meeting a pre-determined threshold;
b. from the first filtered list, determining an intent and a task path for each of the hypotheses meeting the pre-determined threshold, wherein each of the hypotheses meeting the pre-determined threshold have the same intent;
c. determining a simplest distinct task path to each hypothesis and presenting each of the simplest distinct paths in a second list;
d. performing a second filtering of the second list by selecting a single distinct path; and
e. confirming the intent of the hypothesis and configuring the selected single path to the current path location.
2 . The method of claim 1 , wherein the plurality of scored intent hypotheses are determined by:
a. passing input received from a conversation through a natural language understanding engine;
b. determining a listing of possible intents, of which each of the possible intents have one or more associated slot values;
c. associating a confidence value with each possible intent;
d. scoring the confidence values by:
i. configuring the natural language understanding engine with a listing of all available intents,
ii. retrieving stored information associated with historical conversations, from a memory of the dialog manager,
iii. for each new intent, increasing the confidence score for a possible intent that is: a child of a current intent, matching a recently completed task, or matching an on-hold task, and
iv. determining a separate score for each distinct task path to an intent, and
e. producing the list of the plurality of scored intent hypotheses.
3 . The method of claim 2 , wherein the stored information associated with historical conversations comprises one or more of:
a. a path to the current task in an intent hierarchy;
b. a list of paths to recently completed tasks; and
c. a list of paths to tasks currently on-hold.
4 . The method of claim 3 , wherein the stored information associated with historical conversations is used by the dialog manager to further refine confidence scores for each new intent at runtime.
5 . The method of claim 2 , wherein the conversation is between a human user and a bot.
6 . The method of claim 1 , wherein the current path location comprises one of:
a. staying with what was previously the current path location based on the conversation with the dialog manager;
b. activating a child task of what was previously the current path location;
c. re-opening a recently closed path;
d. switching away from the previously current path;
e. switching back to a previously on-hold path; and
f. disambiguating between different paths to the same intent.
7 . The method of claim 6 , wherein disambiguation comprises applying a corresponding weight towards a path location that is one of: recently completed, on-hold, a partial match to the current path location, a full match to the current path location.
8 . The method of claim 6 , wherein disambiguation comprises examination of lowest non-common denominator partial path locations and presenting said path locations as a list to the user.
9 . A method for managing confirmation of a new intent and multiple slot values at the same time, the method comprising the steps of:
a. defining one or more trigger phrases and one or more confirmation prompts;
b. triggering a phrase that includes one or more slots;
c. selecting, by the dialog manager, the one or more confirmation prompts comprising slots that match those provided by a user;
d. presenting the one or more confirmation prompts to the user;
e. in response to the user answering the one or more confirmation prompts, mapping by the natural language understanding engine the user response to the new intent and slot values;
f. simultaneously confirming, by the dialog manager, the new intent and slot values provided by the user; and
g. determining whether the new intent is a task intent, wherein if it is determined that the new intent is a task intent, rejecting the original intent and slots and accepting the new intent and slots, otherwise, determining whether the new intent is a non-task intent, wherein if it is determined that the new intent is a non-task intent, accepting the original intent, otherwise, rejecting the original intent/slots and the new intent/slots.
10 . The method of claim 9 , wherein the simultaneously confirming comprises the dialog manager selecting a confirmation prompt variation whose slots match those provided by the user.
11 . The method of claim 9 , wherein an answer to the one or more confirmation prompts is mapped by the natural language understanding engine to the intent and slot values.
12 . The method of claim 9 , wherein a context-switch message is provided to the user if the user triggers a different task intent during processing of the new intent.