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layers.pub now has an official data PDS at repo.layers.pub as well as a python client and CLI that you can read about at layers.pub/lairs/!

github.comGitHub - layers-pub/lairs: A read/write dataset client for the Layers format, built on didactic.A read/write dataset client for the Layers format, built on didactic. - layers-pub/lairs

3/9/26, 6:30 pm1 repost9 likes

Layers

@layers.pub

3 Sept

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.

Layers

@layers.pub

3 Sept

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.

Layers

@layers.pub

3 Sept

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.

Layers

@layers.pub

3 Sept

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.