Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something...

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Multimodal Chatbots Nancy Xu

Transcript of Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something...

Page 1: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

Multimodal ChatbotsNancy Xu

Page 2: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

Google’s UI hasn’t changed much in 20 years.

Information interfaces are ripe for disruption.

Page 3: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

The Internet looks like this … Chatbots look like this …

Page 4: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

Virtual assistants are opening doors for natural, dynamic information-seeking experiences.

Our goal for integrating GUIs:

1. Improved accuracy + agent control of conversational flow. Completion rate

2. Enhanced user satisfaction with GUI experiences.

3. Faster time to task completion.

Maps ProductsGraphs

Actions Lists Filters

Status

Images

Page 5: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

For this project, we’ll build a multimodal chatbot that utilizes GUIs in dialogue.

Project Timeline:

- Week 2-3: Train + deploy a standalone text-based restaurant reservation chatbot running on Yelp API.

- Week 4-5: Build dialogue state machine (AI) to support GUI transitions. - Simultaneously Week 4-6: Develop + integrate GUIs into the reservationist

chatbot - Week 7-9: Run user studies on time to completion, user satisfaction,

completion rate / accuracy.

Page 6: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

Reimagine chatbots via a Virtual Reservationist

@com.yelp

- Ratings - Cuisine - Price - Name- Geo - Phone - Site - Review count

Page 7: Multimodal Chatbots€¦ · Hi! I am here to help you shop. User Text I Here you go. Type something show me brown shoes reservationist last online 1 min ago HI NANCY, HOW CAN I HELP

yes, papers can be written too! Convey: Exploring the Use of a Context View for Chatbots

SuperAgent: A Customer Service Chatbot for E-commerce Websites

Brassau: Automatic Generation of Graphical User Interfaces for Virtual Assistants