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alt.freeweights.datasets / ultrafeedback_binarized
From: HuggingFaceH4 <huggingface.co/HuggingFaceH4>Newsgroups: alt.freeweights.datasetsSubject:

ultrafeedback_binarized

Date: 2026-11-14Commit: 3949bf5Signed: 2DC28CC7B26A283B ✓

Dataset. Parquet files, 650 MB in all. Published by HuggingFaceH4 under MIT.

datasets650MBultrafeedback_binarizedparquetpermissive
FactsRowsnot statedSize650 MBFormatparquetLicenseMITFrom sourcepermissive
>>> from datasets import load_dataset
>>> ds = load_dataset("HuggingFaceH4/ultrafeedback_binarized")
# with HF_ENDPOINT=https://freeweights.allternit.com · manifest sha256 9c229ac67dc7…
From sourceHuggingFaceH4/ultrafeedback_binarizedLast check: 2026-11-14 06:37 UTC
OverviewFilesUse itLicenseProvenance

Overview

Size
650 MB
Weights
dataset
Parameters
not stated
Formats
parquet
Task
text generation
License
MIT (permissive)
Files
9, each with a sha256
Publisher
HuggingFaceH4
Added
2026-11-14
Section
alt.freeweights.datasets
Lineage

Original release from the publisher.

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-14 06:37 UTCpassed

Files

9 files · 650 MB Sizes and sha256 from the signed manifest.
Hide all 9 files with their sha256
FileSizesha256
.gitattributes2.31 KBf4e703ea6e44bbebe53aceed2a89c11e40b88b7ae130c480c89860ab805ffc8f
README.md6.53 KBc774e58776969093f0dad0a3ddf031e943f36aeabd34471d29b21fac36469d25
create_dataset.py4.26 KBb668f3c975da083833840f57143bc68060145f32f1c62716df94cc37459273fc
data/test_gen-00000-of-00001.parquet3.02 MBe9cb46caa2348fa6c0577c1e4fa4da6f07cb6672d0b686db34db504817cc5562
data/test_prefs-00000-of-00001.parquet7.29 MBe9dab2789f419d4204d73ec2c860af6d88d466b906e0109e69b96075467eb389
data/test_sft-00000-of-00001.parquet3.72 MBf54e1c8df3d3831b6b70711fcd9225931da12964b73f33fe99317b4ebe5d7e09
data/train_gen-00000-of-00001.parquet184 MBafce818aa1a58ef451aeec396251ac4e7c8c2e6c5f9649cf9106f62eb6368fcc
data/train_prefs-00000-of-00001.parquet226 MB0f951ca4502001d31f3e4c70716ae51d20e4ce4f847d12b6a6695a40d4d353a8
data/train_sft-00000-of-00001.parquet226 MB0f951ca4502001d31f3e4c70716ae51d20e4ce4f847d12b6a6695a40d4d353a8

Use it

>>> from datasets import load_dataset
>>> ds = load_dataset("HuggingFaceH4/ultrafeedback_binarized")
# with HF_ENDPOINT=https://freeweights.allternit.com · manifest sha256 9c229ac67dc7…
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/HuggingFaceH4/ultrafeedback_binarized.json --dir ./ultrafeedback_binarized $ python3 fw.py verify ./ultrafeedback_binarized ./HuggingFaceH4__ultrafeedback_binarized.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download HuggingFaceH4/ultrafeedback_binarized --revision 3949bf5f8c17c394422ccfab0c31ea9c20bdeb85 --local-dir ./ultrafeedback_binarized
datasetsLoad it with the datasets library.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from datasets import load_dataset ds = load_dataset("HuggingFaceH4/ultrafeedback_binarized", revision="3949bf5f8c17c394422ccfab0c31ea9c20bdeb85")
Run in Allternit Desktopcoming in Phase 1
Fine-tune in Freeweights Studiocoming in Phase 3

License

Name
MIT License
Id
MIT
Class
Permissive
Redistribution
yes
Text in
README.md
Text sha256
c774e58776969093f0dad0a3ddf031e943f36aeabd34471d29b21fac36469d25
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license list. A custom license passes only after a recorded human audit.

Provenance

From: HuggingFaceH4 <huggingface.co/HuggingFaceH4>Newsgroups: alt.freeweights.datasetsSubject: ultrafeedback_binarizedDate: 2026-11-14Commit: 3949bf5Signed: 2DC28CC7B26A283B ✓
Upstream
HuggingFaceH4/ultrafeedback_binarized
Pinned commit
3949bf5f8c17c394422ccfab0c31ea9c20bdeb85
Manifest
ultrafeedback_binarized.json · .minisig
Manifest sha256
9c229ac67dc76de6f2451646a0163864414debebb0d57253df151b2f03a69f2b
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-14 06:37 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/HuggingFaceH4/ultrafeedback_binarized.json $ curl -O https://freeweights.allternit.com/manifests/HuggingFaceH4/ultrafeedback_binarized.json.minisig $ minisign -Vm ultrafeedback_binarized.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download HuggingFaceH4/ultrafeedback_binarized
Run in Allternit Desktopcoming in Phase 1
Signed manifest
minisign, key 2DC28CC7B26A283B. ultrafeedback_binarized.json. Provenance. Takedown history: none.
Source
huggingface.co/datasets/HuggingFaceH4/ultrafeedback_binarized

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