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SAVRN Model Hub · Datasets by Task

Text Retrieval Datasets

5 open-weight text retrieval datasets in the SAVRN Model Hub, with Benjamin J Barber and Le publishing the most.

5Datasets
2Publishers
2Licenses

SAVRN's Take

Five datasets sit under text retrieval on our hub, and four of them are legal corpora from Benjamin J Barber. The work they support is lookup: a question comes in and the system returns the code section or statute article that answers it, so the publisher ships them as parquet tables of instruments and sections. Nearly all the bytes are in american_municipal_law, 2,027,855,464 in total, covering 47,081 html sections across 15 states and 40 jurisdictions from a snapshot taken September 17, 2026, and it leads on downloads at 1,460. The Nepal, Qatar and Solomon Islands snapshots together come to about 15 MB, with Qatar the only one in the 10K to 100K row band. The fifth entry, chinese-ai-and-robotics-open-intelligence from Le, tracks Chinese work on language models, humanoid locomotion, 3D vision and neuromorphic edge processors in 6,668,303 bytes.

On your own hardware, disk is not the question; the whole category is about 2 GB, and the effort goes into indexing 47,081 sections. The license column is where we slow down. Four entries are marked other, so the terms live in each repository and get read one at a time, and the publisher says the official source prevails over the corpus, so point users back to the authentic text. The cc-by-nc-4.0 on the Chinese set means attribution and no commercial use.

Most Downloaded

DatasetPublisherLicenseMonthly downloads
american_municipal_law Benjamin J Barber other 1.5k
chinese-ai-and-robotics-open-intelligence Le cc-by-nc-4.0 211
ipfs_nepal_laws Benjamin J Barber other 158
ipfs_qatar_laws Benjamin J Barber other 109
ipfs_solomonislands_laws Benjamin J Barber other 90

Licenses

LicenseDatasetsCommercial use
other4Read the license
cc-by-nc-4.01Not without separate permission

Who Publishes Them

PublisherDatasets
Benjamin J Barber4
Le1

All 5 Datasets

Dataset · Text retrieval

american_municipal_law

Benjamin J Barber

Incremental AmLegal upload: 40 Hub-missing jurisdictions / 47081 html sections / 15 states. Snapshot UTC from READY: 2026-09-17T13:50:34Z. Prior Hub html GNIS count at refresh: 4488. Not legal advice. Authentic municipal code / publisher text prevails. Layout: americanlaw/data/{gnis}html.parquet, {gnis}citation.parquet, americanlaw/metadata/{gnis}.json.

Publicly accessible other 1K<n<10K

Dataset · Text retrieval

chinese-ai-and-robotics-open-intelligence

Le

Curated open intelligence dataset tracking Chinese frontier developments in Large Language Models (LLMs), Humanoid Dynamic Locomotion, 3D Computer Vision, and Neuromorphic edge processors. If you utilize this open intelligence dataset in your academic research, industrial benchmarking, or LLM training pipelines, please cite our repository: Maintained automatically by Sino Open Intelligence Network.

Publicly accessible cc-by-nc-4.0 1K<n<10K

Dataset · Text retrieval

ipfs_nepal_laws

Benjamin J Barber

Research snapshot of official national legislation from Nepal Law Commission (lawcommission.gov.np). Not legal advice. The official gazette / authentic source prevails over this corpus. - data/laws.parquet — one row per instrument. - data/articles.parquet — article/section rows for the same snapshot. - scrapers/collectnp.py — research collector used to build this snapshot. Official Nepal Law Commission texts; authentic text prevails; not legal advice. This dataset is not legal advice. The official source prevails. - https://www.lawcommission.gov.np/ Thin deepen 2026-09-18 PT: Hub-restore tip 52 from endomorphosis/ipfsnepallaws@8ebcab98cea47106485663d85b5556c9845fd91a then offline…

Publicly accessible other 1K<n<10K

Dataset · Text retrieval

ipfs_qatar_laws

Benjamin J Barber

Research snapshot of official national legislation from Al-Meezan (Qatari Legal Portal / Ministry of Justice). Not legal advice. The official gazette / authentic source prevails over this corpus. - data/laws.parquet — one row per instrument (LAWFLAT, zstd). - data/articles.parquet — article/section rows for the same snapshot. - scrapers/collectqa.py — research collector used to build this snapshot. Official Al-Meezan texts; authentic Official Gazette prevails; not legal advice. This dataset is not legal advice. The official source prevails. - https://www.almeezan.qa/ National laws in Arabic from almeezan.qa. Constitution included. In-force national laws from official Al-Meezan…

Publicly accessible other 10K<n<100K

Dataset · Text retrieval

ipfs_solomonislands_laws

Benjamin J Barber

Research snapshot of official national legislation from AGC Legislation Portal — Acts currently in force (attorneygenerals.gov.sb). Not legal advice. The official gazette / authentic source prevails over this corpus. - data/laws.parquet — one row per instrument. - data/articles.parquet — article/section rows for the same snapshot. - scrapers/collectsb.py — research collector used to build this snapshot. Official Solomon Islands AGC texts; authentic text prevails; not legal advice. This dataset is not legal advice. The official source prevails. - https://attorneygenerals.gov.sb/legislation/legislation-portal/ Download Monitor Acts currently in force via official AGC portal. Polite ≤1 req/s.…

Publicly accessible other 1K<n<10K

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