Conversational | Towards Conversational Search and Recommendation : System Ask | Chat library
kandi X-RAY | Conversational Summary
kandi X-RAY | Conversational Summary
Code for paper: Towards Conversational Search and Recommendation: System Ask, User Respond
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Top functions reviewed by kandi - BETA
- Runs the model
- Get test data
- Get training data
- Evaluate the prediction
- Build the graph
- Build the loss function
- Build the episodic memory
- Update memory
- Make train and test sets
- Pad input_item with padding
- Determine the length of a list of datasets
- Process test input data
- Get all descriptions
Conversational Key Features
Conversational Examples and Code Snippets
Community Discussions
Trending Discussions on Conversational
QUESTION
The fine tuning endpoint for OpenAI's API seems to be fairly new, and I can't find many examples of fine tuning datasets online.
I'm in charge of a voicebot, and I'm testing out the performance of GPT-3 for general open-conversation questions. I'd like to train the model on the "fixed" intent-response pairs we're currently using: this would probably end up performing better in terms of company voice and style.
I have ready a long JSON file of data extracted from our current conversational engine, which matches user input to intents and returns the specified response. I'd like to train a GPT-3 model on this data.
As of now, for some quick testing, I've set up my calls to the API just like they suggest. I have a "fixed" intro text in the form
...ANSWER
Answered 2022-Jan-14 at 12:37I contacted OpenAI's support and they were extremely helpful: I'll leave their answer here.
the prompt does not need the fixed intro every time. Instead, you'll just want to provide at least a few hundred prompt-completion pairs of user/bot exchanges. We have a sample of a chatbot fine-tuning dataset here.
QUESTION
Apart from being open source, what can other Conversational AI platforms (wit.ai, Lex, DialogFlow..) do that Rasa can't?
...ANSWER
Answered 2021-Dec-29 at 16:18These are some of the main differences between Dialog Flow and Rasa:
Dialog Flow:
No installation needed, you can start using it immediately.
Easy to use, non-tech people can build a bot.
Closed system.
Web-based interface for building bots.
Data is hosted on the cloud.
Can’t be hosted on your server or on-premise.
Out-of-box integration with Google Assistant, Skype, Slack, Facebook Messenger, etc.
Rasa:
Requires installation of multiple components.
Requires tech knowledge.
Open-source code available in GitHub.
No interface provided, write JSON or markdown files.
No hosting provided.
You can host it on your server.
No out-of-box integration.
QUESTION
I'm using action builder to create actions. it was all fine when I deployed the action a few months ago,( everything was working those days). but a few days ago when I checked the action it was not working properly.
i find that it always returns (user.verificationStatus != "VERIFIED") true (guest user),according to the google's documentation we should only redirect to account linking when the (user.verificationStatus == "VERIFIED") is true
my action only work after account linking so I have set the scene like this(user.verificationStatus != "VERIFIED") ==> end.conversation
(user.verificationStatus == "VERIFIED") ==> accountlinking
It always returns an 'unverified'/ 'guest' user so the action never starts.
I checked all the conditions in Expiration of user storage data with multiple accounts
...ANSWER
Answered 2021-Nov-14 at 00:51A possible reason is that there is "Save audio" or "Save history for applications and devices" disabled for your Google Account. Go to the settings page and enable them.
QUESTION
I am having an hard time comparing the strings from a DataFrame column with a list of strings.
Let me explain to you: I collected data from social media for a personal project, and aside of that I created a list of string like the following:
...ANSWER
Answered 2021-Oct-31 at 23:12You have to add word boundaries '\b' to your regex pattern. From the re module docs:
\bMatches the empty string, but only at the beginning or end of a word. A word is defined as a sequence of word characters. Note that formally, \b is defined as the boundary between a \w and a \W character (or vice versa), or between \w and the beginning/end of the string. This means that r'\bfoo\b' matches 'foo', 'foo.', '(foo)', 'bar foo baz' but not 'foobar' or 'foo3'.
Besides that, you want to use Series.str.findall (or Series.str.extractall) instead of Series.str.extract to find all the matches.
This should work
QUESTION
Crowd,
I'm struggling on an issue reacting to denied consent in Teams SSO.
My solution looks like this:
- I have a webserver doing some conversational logic written in typescript reachable via ngrok
- I have an Azure bot
- I have an Azure AD bot registration
When requesting permissions I'm creating an oauthcard that is sent as an attachment like this:
...ANSWER
Answered 2021-Oct-28 at 18:44This is expected to be handled by Teams client, If we pass this control to the Bot, the requests would get into a loop and we want to avoid that.
For example, user interacts with Bot -> client shows consent pop up -> User cancels -> Bot again initializes Auth request -> client again shows pop up -> ...
So, this is by design. Teams client will show the consent pop up when user tries to interact with the Bot again.
QUESTION
I want to trigger an automatic call using a platform like twilio when saying "make a call" in the conversation. I have the destination phone and want to have the phone number of the user. This is available on alexa platform through Amazon account but with Google accounts, I don't find any trick. Is there any google API to get it ? Looking to permissions, I don't see a permission like "Read phone number" like location one. Could you please help me ? We are in the era of automation, what is the reason to not have a permission like that ?
I don't want to initialize a phone call (this is done through twilio). I only want a permission to get the phone number (null or setted) like the permission one for latitude/longitude in the google actions . https://developers.google.com/assistant/conversational/permissions?hl=en
...ANSWER
Answered 2021-Oct-14 at 16:50The platform does not have an API to programmatically initialize a phone call nor request a phone number.
QUESTION
Hi i'am working with google assistant, i'am using Action Builder in the Google Action Console because it seemed easy to use. I red the documentation here https://developers.google.com/assistant/conversational/overview and i followed this tutorial https://www.youtube.com/watch?v=Z1hxvniJ18s and i was able to understand the basic of how it's work and how to use Webhook. The problem is that i can give answer to the user but i can't ask him question. here is how i do it :
...ANSWER
Answered 2021-Oct-11 at 16:37You are following tutorials on using Actions Builder, which is slightly different from Dialogflow in a few ways. One such example is that the .ask method is not used in DF. Instead, you use the .add method. They are fundamentally equivalent for each platform. So you should keep using .add for your question and also for your suggestion chips:
QUESTION
I want to build a multi-class classification model for which I have conversational data as input for the BERT model (using bert-base-uncased).
QUERY: I want to ask a question.
ANSWER: Sure, ask away.
QUERY: How is the weather today?
ANSWER: It is nice and sunny.
QUERY: Okay, nice to know.
ANSWER: Would you like to know anything else?
Apart from this I have two more inputs.
I was wondering if I should put special token in the conversation to make it more meaning to the BERT model, like:
[CLS]QUERY: I want to ask a question. [EOT]
ANSWER: Sure, ask away. [EOT]
QUERY: How is the weather today? [EOT]
ANSWER: It is nice and sunny. [EOT]
QUERY: Okay, nice to know. [EOT]
ANSWER: Would you like to know anything else? [SEP]
But I am not able to add a new [EOT] special token.
Or should I use [SEP] token for this?
EDIT: steps to reproduce
...ANSWER
Answered 2021-Sep-15 at 21:51As the intention of the [SEP] token was to act as a separator between two sentence, it fits your objective of using [SEP] token to separate sequences of QUERY and ANSWER.
You also try to add different tokens to mark the beginning and end of QUERY or ANSWER as and to mark the beginning and end of QUERY. Likewise, and to mark the beginning and end of ANSWER.
Sometimes, using the existing token works much better than adding new tokens to the vocabulary, as it requires huge number of training iterations as well as the data to learn the new token embedding.
However, if you want to add a new token if your application demands so, then it can be added as follows:
QUESTION
I am very confused on how I have to handle the verificationStatus and accountLinkingStatus attributes of requests in a Google Conversational Action app that I am working with, specially now that user ID is deprecated.
I need to identify a user, so I need to store data in the UserStorage, only if the user is Verified and gave consent, but since I also have AccountLinking with OAuth, I don't know if it is possible that a user with AccountLinking and not verified could exist, or how to manage or face the user's ID management.
As much as I read the documentation, I cannot understand how the conditions can occur with each other, and if there is mutual exclusion in any case.
...ANSWER
Answered 2021-Sep-09 at 16:28A user cannot have a valid account while also being unverified. If the Google Assistant device cannot verify who the user is, it will not send account linking credentials.
However, a user can be verified with voice matching in a way that doesn't require you to have an account.
It's also possible for neither to be true, particularly when a guest is interacting with an action.
Below is a table to show the set of possible states.
Not Verified Verified Not Linked ✓ ✓ Linked ✕ ✓QUESTION
I have an XML file which contains archived text from the New Yorker magazine. I am new to analyzing XML, but I'm hoping to convert this file into a dataframe in R where I can do some basic text analyses (e.g., a word cloud).
This is a subset of the XML file:
...ANSWER
Answered 2021-Aug-16 at 19:48Here is a solution using the xml2 package. Assuming that your XML file is saved to the path ~/Desktop/New Yorker/1925_02_21/xml/page0000004.xml:
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You can use Conversational like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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