Getting Modular with Language Models: Building, Reusing a Library of Experts for Task Generalization

Microsoft Research Forum | Episode 2 | March 5, 2024

Alessandro Sordoni shared recent efforts on building and re-using large collections of expert language models to improve zero-shot and few-shot generalization to unseen tasks.

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

专题：: Microsoft Research Forum
日期：: 2024年3月5日

- Alessandro Sordoni
  
  Principal Researcher
研究领域
- Artificial intelligence
研究院
- Microsoft Research Lab – Montréal
活动
- Microsoft Research Forum | Episode 2
论文与出版物
- LoRA: Low-Rank Adaptation of Large Language Models
下载
- LoRA
- Phi-2

系列： Microsoft Research Forum

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September 3, 2024
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Mihaela Vorvoreanu
A generative model of biology for in-silico experimentation and discovery
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Project Aurora: The first large-scale foundation model of the atmosphere
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Direct Nash Optimization: Teaching language models to self-improve with general preferences
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Corby Rosset
Analog optical computing for sustainable AI and beyond
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Jiaqi Chu,

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

Hoifung Poon,

Katja Hofmann

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

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AutoGen Update: Complex Tasks and Agents
June 4, 2024
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MatterGen: A Generative Model for Materials Design
June 4, 2024
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Driving Industry Evolution: Exploring the Impact of Generative AI on Sector Transformation
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Insights into the Challenges and Opportunities of Large Multi-Modal Models for Blind and Low Vision Users: CLIP
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Research Forum 3 | Panel: Generative AI for Global Impact: Challenges and Opportunities
June 4, 2024
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Jacki O'Neill,

Tanuja Ganu,

Sunayana Sitaram

等。
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
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Madeleine Daepp
GigaPath: Foundation Model for Digital Pathology
March 5, 2024
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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
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Lev Tankelevitch
What's new in AutoGen?
March 5, 2024
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Chi Wang
Research Forum 2 | Panel Discussion: Transforming the Natural Sciences with AI
March 5, 2024
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Bonnie Kruft,

Alex Lu,

Tristan Naumann

等。
Research Forum 2 | Keynote: The Revolution in Scientific Discovery
March 5, 2024
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Christopher Bishop
Generative AI meets Structural Biology: Equilibrium Distribution Prediction
January 30, 2024
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Shuxin Zheng
Kahani: Visual Storytelling through Culturally Nuanced Images
January 30, 2024
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Research Forum: Panel Discussion: AI Frontiers
January 30, 2024
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Ashley Llorens,

Sébastien Bubeck,

Ahmed Awadallah

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Research Forum: Closing Remarks and Announcements
January 30, 2024
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Ashley Llorens
Evaluation and Understanding of Foundation Models
January 30, 2024
Speakers:

Besmira Nushi