Artificial Intelligence
Pursuing computing advances to create intelligent machines that complement human reasoning to augment and enrich our experience and competencies.
Podcast
Abstracts: July 29, 2024
A lack of appropriate data, decreased model performance, and other obstacles have made it difficult to expand the input language models can receive. Li Lyna Zhang introduces LongRoPE, a method capable of extending content windows…
Tool
RepoClassBench
RepoClassBench (RCB): is a repository-level code-generation benchmark. Retrieve-RepoTools-Reflect (RRR) is a framework for code generation using Language Models (LLMs) with static-analysis tools in an agent setup.
Microsoft Research Blog
Tracing the path to self-adapting AI agents
Introducing Trace, Microsoft and Stanford University’s novel AI optimization framework, now available as a Python library. Trace adapts dynamically and optimizes a wide range of applications from language models to robot control.
Publication
Generative AI in Real-World Workplaces
Tool
Trace
Trace is a new AutoDiff-like tool for training AI systems end-to-end with general feedback (like numerical rewards or losses, natural language text, compiler errors, etc.). Trace generalizes the back-propagation algorithm by capturing and propagating an…