Samsung voice intelligence outline

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vinutharani1995

"Building a next generation Speech & NLU Engine: In pursuit of a Multi-modal experience for Bixby"

Servicios

Taking the Road Less Travelled:
In pursuit of a Multi-modal
experience for Bixby
Samsung R&D Bangalore, India
Dr. Vikram Vij
vikram.v@samsung.com

2013
Team Foundation
for Voice
Intelligence
2015
US Launch Voice
Assistance
2017
Bixby Global
Launch
SRI-B’s Foot Steps Towards
Voice Intelligence

Bixby Introduction
• Bixby is an intelligent, personalized voice interface for your phone.
• It lets you seamlessly switch between voice and touch modes.
• Just speak using natural language and Bixby will execute your command.
• Launch Date : 19th July 2017 (US), 22nd Aug (Global)
• Expanded in more than 200 countries
• More than 75 Domains supported (eg. Camera, Gallery, Messages, WhatsApp,
Youtube, Uber etc.)
• http://bixby.samsung.com/meet-bixby
• http://bixby.samsung.com/philosophy
• https://www.youtube.com/watch?v=Gcd4NpK2fTI

Bixby | Human Computer Interface Revolution
With English Support, Samsung's Bixby Impresses Vs. Siri And
Google Assistant
Bixby is perhaps in the most precarious spot, as it’s going to be competing
directly against Google Assistant on some devices. Bixby’s capabilities
sound quite impressive thanks to its integration with other Samsung apps
Galaxy S8's voice sidekick can do things Siri can't

Traditional Flow of Voice Assistance
NLU
Platform
mom
Text to Mom
Machine Learning Models
Command
Domain
Classifier
Intent
Classifier
Slot
Tagger

Bixby v1.0 in a Minimalistic View
ASR
NLU
voice packet
text input
command

Bixby ASR - Fundamentals
Language
Model(s)
voice packet
Feature
Extraction Decoder
Acoustic
Model
ASR
System
ASR
Hypothesis
Inverse
Text
Normalization

Bixby ASR – Multi Accent
United States China
India
United Kingdom
SpainSouth Korea
DEFAULT ACCENTED
On-Boarding
Utterances
SIM Card
Information
Keyboard
Language
Contact
Details
Accent Determination
Australia
Canada

Bixby: The Multi-Modal Point of View
① Home ② Settings ③ Connections ③ Data Usage
Touch Interface Voice Interface
+
“Show me the mobile data usage”

Bixby: The Multi-Modal Point of View (cont’d)
Touch UI
Screen Flow
Voice UI
“Find Hawaii photos in Gallery”
Context Context Context Context

Leap Required for NLU toward Multi-Modality
Traditional
NLU
Multi-Modal
NLU
Context
Awareness
Massive Number of Contexts Varying Set of Commands
…
…
…
…
…
Thousands of states
Note8 …
…
…
…
…
…
S8
TabS
Various device models,
apps, locales, …

Challenge of Massive Contextual Input Space

Approach for Massive Contextual Input Space

Challenge for Indian Market
• Hindi targeted as language of experimentation.
• Indian Languages e.g. Hindi is used in conjunction with English
e.g. camera खुला करो
• We have developed bi-lingual model for Hindi classifier

Bixby1.0 is a Success
0
1000000
2000000
3000000
4000000
5000000
6000000
7000000
8000000
Aug'17 Sep'17 Oct'17 Nov'17 Dec'17 Jan'18 Feb'18
Total Bixby Users and Active Users
Total Users DAU
US Launch 19th July 2017
Global Launch 22nd Aug 2017

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Samsung voice intelligence outline

1. Taking the Road Less Travelled: In pursuit of a Multi-modal experience for Bixby Samsung R&D Bangalore, India Dr. Vikram Vij vikram.v@samsung.com

2. 2013 Team Foundation for Voice Intelligence 2015 US Launch Voice Assistance 2017 Bixby Global Launch SRI-B’s Foot Steps Towards Voice Intelligence

3. Bixby Introduction • Bixby is an intelligent, personalized voice interface for your phone. • It lets you seamlessly switch between voice and touch modes. • Just speak using natural language and Bixby will execute your command. • Launch Date : 19th July 2017 (US), 22nd Aug (Global) • Expanded in more than 200 countries • More than 75 Domains supported (eg. Camera, Gallery, Messages, WhatsApp, Youtube, Uber etc.) • http://bixby.samsung.com/meet-bixby • http://bixby.samsung.com/philosophy • https://www.youtube.com/watch?v=Gcd4NpK2fTI

4. Bixby | Human Computer Interface Revolution With English Support, Samsung's Bixby Impresses Vs. Siri And Google Assistant Bixby is perhaps in the most precarious spot, as it’s going to be competing directly against Google Assistant on some devices. Bixby’s capabilities sound quite impressive thanks to its integration with other Samsung apps Galaxy S8's voice sidekick can do things Siri can't

5. Traditional Flow of Voice Assistance NLU Platform mom Text to Mom Machine Learning Models Command Domain Classifier Intent Classifier Slot Tagger

6. Bixby v1.0 in a Minimalistic View ASR NLU voice packet text input command

7. Bixby ASR - Fundamentals Language Model(s) voice packet Feature Extraction Decoder Acoustic Model ASR System ASR Hypothesis Inverse Text Normalization

8. Bixby ASR – Multi Accent United States China India United Kingdom SpainSouth Korea DEFAULT ACCENTED On-Boarding Utterances SIM Card Information Keyboard Language Contact Details Accent Determination Australia Canada

9. Bixby: The Multi-Modal Point of View ① Home ② Settings ③ Connections ③ Data Usage Touch Interface Voice Interface + “Show me the mobile data usage”

10. Bixby: The Multi-Modal Point of View (cont’d) Touch UI Screen Flow Voice UI “Find Hawaii photos in Gallery” Context Context Context Context

11. Leap Required for NLU toward Multi-Modality Traditional NLU Multi-Modal NLU Context Awareness Massive Number of Contexts Varying Set of Commands … … … … … Thousands of states Note8 … … … … … … S8 TabS Various device models, apps, locales, …

12. Challenge of Massive Contextual Input Space

13. Challenge of RNN vs CNN

14. Challenge of Filter Size

15. Data Governence

16. Approach for Massive Contextual Input Space

17. Challenge of Variable Output Space

18. Approach for Variable Output Space

19. Challenge for Indian Market • Hindi targeted as language of experimentation. • Indian Languages e.g. Hindi is used in conjunction with English e.g. camera खुला करो • We have developed bi-lingual model for Hindi classifier

20. Bixby1.0 is a Success 0 1000000 2000000 3000000 4000000 5000000 6000000 7000000 8000000 Aug'17 Sep'17 Oct'17 Nov'17 Dec'17 Jan'18 Feb'18 Total Bixby Users and Active Users Total Users DAU US Launch 19th July 2017 Global Launch 22nd Aug 2017

Samsung voice intelligence outline

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Samsung voice intelligence outline