Dataset Source Code
Precio
Precio is a Rust library that implements the Precio protocol for computing private layered histograms and sums.
Researcher 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.
Dataset Source Code
Lost in Conversation
Lost in Conversation is a code repository to facilitate benchmarking LLMs on multi-turn task completion and the reproduction of experiments included in the accompanying paper: “LLMs Get Lost in Multi-Turn Conversation”.
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Muse
Developed by Microsoft Research in collaboration with game studio Ninja Theory, Muse is a World and Human Action Model (WHAM) – a generative AI model of a video game that can generate game visuals, controller…
Dataset Source Code
MarkItDown
MarkItDown is a lightweight Python utility for converting various files to Markdown for use with LLMs and related text analysis pipelines. To this end, it is most comparable to textract, but with a focus on…
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Magma
Magma is a multimodal foundation model designed to both understand and act in digital and physical environments. Magma builds on the foundation models paradigm that pretraining on a larger amount of more diverse datasets allows…
Dataset Source Code
OG-RAG
OG-RAG enhances Large Language Models (LLMs) with domain-specific ontologies for improved factual accuracy and contextually relevant responses in fields with specialized workflows like agriculture, healthcare, knowledge work, and more. Paper: OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For…
Dataset Source Code
SOC Fine-tuning Stable Diffusion
Stochastic Optimal Control Fine-Tuning of Stable Diffusion. This repository provides an implementation of reward fine-tuning methods for Stable Diffusion 1.5 based on stochastic optimal control (SOC), focusing on Adjoint Matching. It adds specialized trainers, custom…
Dataset Source Code
Data from Thomas et al., SIGIR2025: multi- and cross-lingual relevance labelling with LLMs
These are the prompts and qrels used for the experiments in Thomas et al., “System Comparison using Automated Generation of Relevance Judgements in Multiple Languages”, SIGIR 2025.
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Magentic-UI
Magentic-UI is a research prototype of an agentic web interface for solving complex web tasks. An Orchestrator coordinates four AutoGen agents—WebSurfer, Coder, FileSurfer, and UserProxy—to handle browsing, coding, file management, and user feedback, etc. It…