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SAVRN Model Hub · Datasets by Task

Feature Extraction Datasets

5 open-weight feature extraction datasets in the SAVRN Model Hub, with Robb Doering, NuBerea and Tim Maxwell publishing the most.

5Datasets
5Publishers
5Licenses

Most Downloaded

DatasetPublisherLicenseMonthly downloads
time-lapse-artifacts Tim Maxwell cc-by-nc-4.0 12k
ontology NuBerea cc-by-4.0 256
epstein-index Robb Doering other 80
openai-agent-swarmtraces Rr Not stated —
Contextual-Embeddings Brigham Young University - Idaho mit —

Licenses

LicenseDatasetsCommercial use
other1Read the license
not stated1Not stated
mit1Yes
cc-by-nc-4.01Not without separate permission
cc-by-4.01Yes

Who Publishes Them

PublisherDatasets
Robb Doering1
NuBerea1
Tim Maxwell1
Rr1
Brigham Young University - Idaho1

All 5 Datasets

Dataset · Feature extraction

time-lapse-artifacts

Tim Maxwell

Time-Lapse Artifacts contains 830 indexed video files documenting one artist's traditional drawing practice from September 17, 2024 through September 18, 2026, with standardized acquisition since July 13, 2025. The recordings began as personal practice documentation and a durable record of manual work. They were not created as a prospective scientific protocol; their organization as a dataset and any research or model-analysis uses are retrospective. Video is the primary published evidence. The archive follows the same creator working in physical media—including pencil, ballpoint pen, fountain pen, brush, graphite, and ink—on fixed-format paper and illustration board. Metadata identifies…

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

Dataset · Feature extraction

ontology

NuBerea

The estate's prod-config knowledge graph plus its canonical textual-address layer: a knowledge graph over the estate's own datasets/tools/routes, a deterministic verse/token/pericope address resolver, and a set of query-time registries. Part of the NuBerea curated corpus estate of biblical and historical texts. The full specification (per-config documentation, schemas, methodology, and upstream provenance) is available in the gated SPEC accompanying this dataset. Estate-authored KG projection, address layer, and registry structure: CC BY 4.0. This repo ships ids, ordinals, hashes, and short (1-6 word) pericope/chapter/book section titles — no verbatim source text. Upstream editions that…

Access requested at publisher cc-by-4.0 1M<n<10M

Dataset · Feature extraction

epstein-index

Robb Doering

Machine-readable text of the publicly released Jeffrey Epstein–related document collections: the DOJ "EFTA" disclosures (Data Sets 1–12), House Oversight releases, court records (Maxwell, Doe v. Epstein/Indyke, Florida v. Epstein, USVI v. JPMorgan, and others), and FOIA productions (FBI, BOP, CBP, Florida). All content is public-record material released by the U.S. Department of Justice, federal/state courts, and FOIA respondents. This is a living dataset: this snapshot publishes 32,172 documents — including the full House Oversight estate releases of Oct 17 (8,718 pages) and Nov 12 (22,903 pages); roughly 33,000 source PDFs are downloaded and mid-OCR at snapshot time, with over 1.3M…

Publicly accessible other 10K<n<100K

We are releasing all 41,995 verses from the "Standard Works" (sourced from public-domain editions), each paired with an LLM-generated chapter-context block and a 3072-dimension embedding of the two combined. This dataset is an independent test of Anthropic's Contextual Retrieval technique on a domain its original evaluation did not cover: short, archaic, formulaic religious text from antiquity. The technique was introduced in Introducing Contextual Retrieval (Anthropic, 2024), which describes two components — Contextual Embeddings (prepend generated context before embedding) and Contextual BM25 (prepend it before lexical indexing). Anthropic reported that Contextual Embeddings alone reduced…

Publicly accessible mit 10K<n<100K

Dataset · Feature extraction

openai-agent-swarmtraces

Rr

The v0.3.0 response-policy checkpoint improves authored policy decisions from 127/175 to 147/175 across 35 held-out source programs. At its calibration-selected alert threshold, it flags 14/140 permitted decisions, a 10% false-alert rate on this panel. 26/28 registered checks pass. The DNS diagnostic remains 21/32, with one repaired answer and one newly incorrect answer. These are bounded research results, not field validation or proof of human-versus-agent classification. The current 40-entry collection inventory and catalog preserve all previous entries. The new response-policy configuration contains 139 training, 28 calibration, and 35 development programs with explicit authored…

Publicly accessible 100K<n<1M

Other Tasks

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