The Metacognitive Demands and Opportunities of Generative AI

Microsoft Research Forum | Episode 2 | March 5, 2024

Lev Tankelevitch explored how metacognition—the psychological capacity to monitor and regulate one’s cognitive processes—provides a valuable perspective for comprehending and addressing the usability challenges of generative AI systems around prompting, assessing and relying on outputs, and workflow optimization.

See more at https://aka.ms/ResearchForum-Mar2024 (opens in new tab)

Series:: Microsoft Research Forum
Date:: March 5, 2024

- Lev Tankelevitch
  
  Senior Researcher
Research Area
- Artificial intelligence
Research Lab
- Microsoft Research Lab - Cambridge
Group
- Collaborative Intelligence
Project
- Tools for Thought
- Calc Intelligence
Event
- Microsoft at CHI 2024
- Microsoft Research Forum | Episode 2
Publication
- "What It Wants Me To Say": Bridging the Abstraction Gap Between End-User Programmers and Code-Generating Large Language Models
- The Metacognitive Demands and Opportunities of Generative AI

Series: Microsoft Research Forum

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Mihaela Vorvoreanu
A generative model of biology for in-silico experimentation and discovery
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Kevin Kaichuang Yang
Project Aurora: The first large-scale foundation model of the atmosphere
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Megan Stanley
Direct Nash Optimization: Teaching language models to self-improve with general preferences
September 3, 2024
Speakers:

Corby Rosset
Analog optical computing for sustainable AI and beyond
September 3, 2024
Speakers:

Jiaqi Chu,

Francesca Parmigiani
Research Forum 4 | Panel: Beyond Language: The future of multimodal models in healthcare, gaming, and AI
September 3, 2024
Speakers:

John Langford,

Hoifung Poon,

Katja Hofmann

, et. al.
Research Forum 4 | Keynote: Phi-3-Vision: A highly capable and "small" language vision model
September 3, 2024
Speakers:

Jianfeng Gao
AutoGen Update: Complex Tasks and Agents
June 4, 2024
Speakers:

Adam Fourney
MatterGen: A Generative Model for Materials Design
June 4, 2024
Speakers:

Tian Xie
Driving Industry Evolution: Exploring the Impact of Generative AI on Sector Transformation
June 4, 2024
Speakers:

Jiang Bian
Insights into the Challenges and Opportunities of Large Multi-Modal Models for Blind and Low Vision Users: CLIP
June 4, 2024
Speakers:

Daniela Massiceti
Research Forum 3 | Panel: Generative AI for Global Impact: Challenges and Opportunities
June 4, 2024
Speakers:

Jacki O'Neill,

Tanuja Ganu,

Sunayana Sitaram

, et. al.
Research Forum 3 | Keynote: Building Globally Equitable AI
June 4, 2024
Speakers:

Jacki O'Neill
Generative AI and Plural Governance: Mitigating Challenges and Surfacing Opportunities
March 5, 2024
Speakers:

Madeleine Daepp
GigaPath: Foundation Model for Digital Pathology
March 5, 2024
Speakers:

Naoto Usuyama
Getting Modular with Language Models: Building, Reusing a Library of Experts for Task Generalization
March 5, 2024
Speakers:

Alessandro Sordoni
The Metacognitive Demands and Opportunities of Generative AI
March 5, 2024
Speakers:

Lev Tankelevitch
What's new in AutoGen?
March 5, 2024
Speakers:

Chi Wang
Research Forum 2 | Panel Discussion: Transforming the Natural Sciences with AI
March 5, 2024
Speakers:

Bonnie Kruft,

Alex Lu,

Tristan Naumann

, et. al.
Research Forum 2 | Keynote: The Revolution in Scientific Discovery
March 5, 2024
Speakers:

Christopher Bishop
Generative AI meets Structural Biology: Equilibrium Distribution Prediction
January 30, 2024
Speakers:

Shuxin Zheng
Kahani: Visual Storytelling through Culturally Nuanced Images
January 30, 2024
Speakers:

Sameer Segal
Research Forum: Panel Discussion: AI Frontiers
January 30, 2024
Speakers:

Ashley Llorens,

Sébastien Bubeck,

Ahmed Awadallah

, et. al.
Research Forum: Closing Remarks and Announcements
January 30, 2024
Speakers:

Ashley Llorens
Evaluation and Understanding of Foundation Models
January 30, 2024
Speakers:

Besmira Nushi