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The layers repo currently contains all license-compatible UniMorph lexicons (unimorph.github.io), Universal Dependencies treebanks (universaldependencies.org), and PropBank annotations (propbank.github.io) pointing into those treebanks, alongside additional lexical resources.

Additionally, repo.megaattitude.io and repo.decomp.io host the MegaAttitude and Universal Decompositional Semantics datasets, the latter of which has pointers into the UD treebanks living on repo.layers.pub.

The lairs client is set up to make it easy for you to post your own data to your PDS and to access and work with others' data.

On the reading side: you can pull an account's records into a local repository, materialize a corpus or judgment study to Arrow/Parquet to query with DuckDB, and browse it in a terminal explorer.

On the writing side: you can author records as typed models and lairs applies them to your PDS as a minimal diff. It also has codecs for converting between Layers and formats like CoNLL-U and brat, and exporters to HuggingFace datasets, PyTorch, and WebDataset.

3/9/26, 6:30 pm0 reposts0 likes

lairs is built on didactic (panproto.dev/didactic/), which provides pydantic-like typed models for the pub.layers.* lexicons.

didactic is itself built on panproto.dev, which handles migration within and between formats (e.g. between layers data model versions or from CoNLL-U to layers).