The central blind spot in multilingual evaluation is that models frequently lose pragmatic and social meaning under Roman Urdu framing, even when they understand the individual words. I write in Roman Urdu myself, and I regularly see language models misunderstand the intended meaning in everyday exchanges. While standard multilingual benchmarks evaluate formal Perso-Arabic Urdu script or sanitized translations, millions of speakers use Latin-script Roman Urdu for daily communication. In this informal setting, models struggle with subtle social cues, such as softening a disagreement with an elder or recognizing when a polite offer is not meant to be taken literally. Natural language…
SAVRN Model Hub
AI Training Datasets
Each dataset with its card, its structure (every split, row count and column type), its files, its license, and the models that disclose training on it.
11,122Models
3,164Datasets
285Papers
6,792Publishers
11,852Sourced relationships
Updated 2026-10-18 · How the library is built
3,164 datasets, sorted by most downloaded.
Part of a dataset collection on Hugging Face. Complete United Launch Alliance (ULA) launch manifest — past and upcoming flights of Atlas V, Delta II, Delta IV, Delta IV Heavy, and Vulcan Centaur — sourced from The Space Devs Launch Library 2 API. ULA is the Boeing-Lockheed Martin joint venture formed in 2006 to consolidate US national security space launches under a single EELV (Evolved Expendable Launch Vehicle) provider. For nearly a decade ULA enjoyed a monopoly on high-value national security payloads before SpaceX's Falcon 9 broke into the market. ULA retired its Delta family in favor of Vulcan Centaur, which flew its first flight in 2024 and is now ramping to take over both national…
The reflection-SFT data of UMM-Reflection (Learning Native Reflection in Unified Models). It trains Each row is one complete trajectory for one request. A T2I trajectory starts with no image; an edit trajectory starts from a given source image. Every controller turn is a block with [CURRENTROUND], [SCORE], [ACTION] (edit or done), [THINKING] and, for an edit, an [EDIT] payload. Each edit is followed by the image it produced. Trajectories contain one to four generated images; they include one-shot successes, planned multi-step progressions, and natural repairs of a flawed image. The rendered [EDIT] line in thinklist can be shortened. The training code uses the full editinstruction from…
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference A web-based interface for preparing audio datasets to fine-tune OpenAI's Whisper model. This tool helps in recording, managing, and organizing voice recordings with their corresponding transcriptions, with support for cloud storage and authentication. - ⌨ Keyboard shortcuts for efficiency 1. Create a transcript CSV file with your content: 2. Start the Flask application: 3. Access the interface: 1. Authentication 2. Session Setup - Click "Start Session" 3. Recording - Use on-screen controls or keyboard shortcuts: - R: Start recording / Stop recording - Space: Play recording - Enter: Save…
The Earth in Minecraft, one block per metre. Earthcraft rebuilds real places from public elevation, LiDAR and map data. It starts with Chicago. Today the world covers about 2,600 km² of the Chicago area, and it grows from there. You need Minecraft Java Edition 1.21.10. The whole world is about 42 GB. Move the Earthcraft folder into your Minecraft saves folder and open it. You start at the Chicago Water Tower. Distant Horizons is recommended for long views. Places that aren't listed haven't been built yet. They aren't empty land. Every file can be read over HTTP, and region files support range requests, so you can read a single chunk without downloading its whole region: 1. Find the region…
An anonymous record of what people try to run locally, gathered by Local Model Explorer: the hardware they plan for (GPU memory, number of cards, system or unified memory), the models and context lengths they look at, which GGUF quants they open and copy commands for, and the llama-bench results and reports they choose to share. The question it answers: what hardware do local LLM users have, what do they try to run on it, and how fast does it actually go? The dataset records outcomes, not clicks. Every row has every column; columns that don't apply to an event type are null. Flagged rows are kept so filters stay transparent; the Space leaves them out of its statistics. Early each month the…
The parent v0.61 admission ledger records 2,476 terminal candidate decisions with zero unresolved. v0.62 introduces zero newly mined candidates; it preserves that historical lineage while qualifying corrected contracts for the same 769-row, 502-source denominator. Historical admission evidence is not relabelled as newly executed evidence. Benchmarking Persistent Operational Agency in Source-Grounded Executable Systems This private dataset distributes the manifest-backed artifacts for the active operatev0620 release in Xnhyacinth/OPERATE-Benchmark, retaining private maintenance history. The public current distribution is Xnhyacinth/OPERATE. The promoted Core contains 769 scenarios grounded…
This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead qualification, market intelligence, research, and machine learning pipelines. Real verified extract of corporate annual (10-K) and quarterly/material filings from the SEC EDGAR system. Includes company names, CIK numbers, tickers, form types, filing dates, accession numbers, and direct SEC EDGAR URLs. Generated via Apify Actor captainhandsome/sec-edgar-filings-search. - cik: (e.g. 0000789019) - companyname: (e.g. MICROSOFT CORP) - ticker: (e.g. MSFT) - tickers: (e.g. ['MSFT']) - exchanges: (e.g. ['Nasdaq']) - sic: (e.g. 7372)…
This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead generation, labor market intelligence, and compliance verification. Public registry extract of verified California licensed specialty and general building contractors from the California Contractors State License Board (CSLB). Includes business names, license numbers, current license status, issue dates, expiration dates, and classifications. Generated via Apify Actor captainhandsome/ca-contractor-license-search. - contractorname: (e.g. smith jay r) - nametype: (e.g. previous) - licensenumber: (e.g. 1018539) - city: (e.g. berkeley)…
Model Collections
Hand-picked starting points, each with the reason it exists.
Collection · 4 entries
Embedding models for retrieval
Sentence and document embedding models used to build retrieval systems. Dimension and sequence length matter more than size here, and both come from the publisher.
Collection · 4 entries
Models that fit on one accelerator
Models whose publisher-reported parameter count puts them within reach of a single accelerator at common precisions. Memory needed depends on precision and serving configuration, so treat the parameter count as the starting point, not the answer.
Collection · 6 entries
Open-weight text models worth knowing
Widely used open-weight language models, chosen because each one is a distinct family rather than a variant of the one above it. Selection, not a ranking.
Collection · 3 entries
Speech and audio models
Recognition and synthesis models, grouped so the two directions are easy to compare.
Related SAVRN Research
The hub sits beside SAVRN's market data and infrastructure research: what models cost to run, and what it takes to run them.
SAVRN Index
What open models cost to run
The same open-weight model priced by every host that serves it, per million tokens.
Research Hub
Data center trackers and maps
Moratoriums, permits, power, water and capital behind the facilities that run these models.
Method
How the Model Hub is built
Sources, evidence labels, refresh behaviour, and the limits of every comparison here.