#1111th of 14 in Open models

unilm

Microsoft research code and weights for pre-trained text, vision, speech and document AI

Stars
22.2k
License
MIT
Last commit
Sep 2026
Last release
May 2024
Language
Python

Missed the latest GitHub check; these facts may be older.

Overview

A monorepo of Microsoft Research projects on large-scale self-supervised pre-training across languages, vision, speech and multimodal tasks. Each subdirectory holds code and checkpoints for a separate model family, including UniLM, MiniLM, BEiT, LayoutLM, WavLM, TrOCR, VALL-E, Kosmos and E5. It is a research collection, not a single installable tool.

Who it is for: ML researchers needing pretrained document, speech or multimodal models

Strengths

  • Covers text, vision, speech and document models in one repo, from UniLM to Kosmos-2.5
  • Document AI line (LayoutLM v1-v3, LayoutXLM, DiT, TrOCR) has pretrained models and code
  • MIT license
  • Some models have hosted demos, such as TextDiffuser-2 and DiT on Hugging Face Spaces

Weaknesses

  • Not one library: each subfolder has its own setup, dependencies and README
  • Last tagged release is May 2024, and most listed model releases date from 2021-2023
  • Top-level README is a news and paper index with little install or usage guidance
  • Hardware requirements are not stated at the top level

What it needs

  • Models: PyTorch, Hugging Face Transformers

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