Research Tools: code, datasets, & models
Discover an index of datasets, SDKs, APIs and open-source tools developed by Microsoft researchers and shared with the global academic community below. These experimental technologies—available through Azure AI Foundry Labs (opens in new tab)—offer a glimpse into the future of AI innovation.
Skeleton-of-Thought (SoT)
This work aims at decreasing the end-to-end generation latency of large language models (LLMs). One of the major causes of the high generation latency is the sequential decoding approach adopted by almost all state-of-the-art LLMs.…
SatCLIP
SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery [PyTorch implementation, dataset and pretrained models for the paper “SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery”]
OPPerTune
OPPerTune is a framework that enables configuration tuning of applications, including those in live deployment. It reduces application interruptions while maximizing the performance of the application as and when the workload or the underlying infrastructure…
PwR Studio
PwR Studio converts natural language (NL) instructions into robust code. Programming with Representations (PwR, pronounced “power”) is a software development approach that relies on a domain-specific language (DSL), or representation, defined by a developer specializing in…
ParrotServe
“Parrot: Efficient Serving of LLM-based Applications with Semantic Variable” Parrot is a distributed serving system for LLM-based Applications. The Parrot API w/ Semantic Variable is served by a centralized cluster manager called ServeCore, which manages…
GenAIScript
Scripting environment with convenient tooling for file ingestion, prompt development and structured data extraction.
promptbase
promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models like GPT-4. We currently host scripts demonstrating the Medprompt methodology, including examples of how we…