Logo Questions Linux Laravel Mysql Ubuntu Git Menu
 

My custom slot type is taking on unexpected values

I noticed something strange when testing my interaction model with the Alexa skills kit.

I defined a custom slot type, like so:

CAR_MAKERS Mercedes | BMW | Volkswagen

And my intent scheme was something like:

{
  "intents": [
    {
      "intent": "CountCarsIntent",
      "slots": [
        {
          "name": "CarMaker",
          "type": "CAR_MAKERS"
        },
   ...

with sample utterances such as:

CountCarsIntent Add {Amount} cars to {CarMaker}

Now, when testing in the developer console, I noticed that I can write stuff like:

"Add three cars to Ford"

And it will actually parse this correctly! Even though "Ford" was never mentioned in the interaction model! The lambda request is:

  "request": {
    "type": "IntentRequest",
    ...
    "intent": {
      "name": "CountCarsIntent",
      "slots": {
        "CarMaker": {
          "name": "ExpenseCategory",
          "value": "whatever"
        },
 ...

This really surprises me, because the documentation on custom slot types is pretty clear about the fact that the slot can only take the values which are listed in the interaction model.

Now, it seems that values are also parsed dynamically! Is this a new feature, or am I missing something?

like image 727
Konstantin Schubert Avatar asked Oct 09 '16 18:10

Konstantin Schubert


People also ask

Does Lex bot support creation of custom slots?

For each intent, you can specify parameters that indicate the information that the intent needs to fulfill the user's request. These parameters, or slots, have a type. A slot type is a list of values that Amazon Lex V2 uses to train the machine learning model to recognize values for a slot.

What is slot type in Amazon Lex?

A slot type is a list of values that Amazon Lex uses to train the machine learning model to recognize values for a slot. For example, you can define a slot type called " Genres. " Each value in the slot type is the name of a genre, "comedy," "adventure," "documentary," etc.

What is a slot type?

A slot type defines how the bot processes the information available in the identified slot. Make sure that you map each slot to a slot type. Slot types help the bot define the information that the bot looks for when trying to find a slot in the utterance. A slot type must include at least one value.


2 Answers

Actually that is normal (and good, IMO). Alexa uses the word list that you provide as a guide, not a definitive list.

If it didn't have this flexibility then there would be no way to know if users were using words that you weren't expecting. This way you can learn and improve your list and handling.

like image 57
Tom Avatar answered Feb 14 '23 19:02

Tom


Alexa treat the provided slot values as 'Samples'. Hence slot values which are not mentioned in interaction model will also get mapped.

When you create a custom slot type, a key concept to understand is that this is training data for Alexa’s NLP (natural language processing). The values you provide are NOT a strict enum or array that limit what the user can say. This has two implications

1) words and phrases not in your slot values will be passed to you,

2) your code needs to perform any validation you require if what’s said is unknown.

Since you know the acceptable values for that slot, always perform a slot-value validation on your code. In this way when you get something other than a valid car manufacturer or something which you don't support, you can always politely respond back like

"Sorry I didn't understand, can you repeat"

or

"Sorry we dont have in our list. can you please select something from [give some samples from your list]"

More info here

like image 28
johndoe Avatar answered Feb 14 '23 19:02

johndoe