DATASETS

The abliteration workbench

A living encyclopedia of the datasets that make abliteration possible. Curated from the 1M-dataset Hugging Face corpus down to the 3,910 that actually matter here, then organised by the stage of the workflow where each is used. New datasets are folded in weekly.

3,910
Datasets tracked
13.2M
Total downloads
216
New this month
1,980
Publishers
6
Workflow stages
2,737
Discussion threads
Ask the datasets
LIVE
Query 2,400+ datasets, 18 curated recipes, and 53 wiki articles in plain English.
Hint: type @ to bring a dataset, recipe, or method into context
Reads every dataset card, recipe, and wiki article. Tools catalog → 23 best practices → Known gaps → See public API →
Stage

Extract

Harmful and harmless pairs used to identify the refusal direction.

1,461 datasets · 6.3M downloads · +85 this month
Stage

Ablate

Direction-specific corpora and activation probes for weight editing.

303 datasets · 357.1k downloads · +19 this month
Stage

Heal

DPO and ORPO preference mixes to recover capability after ablation.

229 datasets · 975.7k downloads · +14 this month
Stage

Evaluate

Jailbreak benchmarks, over-refusal probes, and judge datasets.

851 datasets · 3.8M downloads · +47 this month
Stage

Fine-tune

Uncensored SFT corpora, the Dolphin / Wizard tradition.

340 datasets · 598.9k downloads · +23 this month
Stage

Misc

Passed the relevance filter but does not cleanly map to a stage.

726 datasets · 1.2M downloads · +28 this month
Market analytics

The dataset market, in numbers

Nine views of the 2,443 relevant datasets. License landscape, size distribution, publisher concentration, download velocity, and the acceleration of the last three years.

Growth by category / year
The ingredient supply is accelerating
Extract Ablate Heal Evaluate Fine-tune Misc
2022
6
2023
216
2024
844
2025
1,108
2026
1,736
License
43.5%
carry a recognizable open license
unspecified
1,986
MIT
610
Apache 2.0
597
CC BY
449
other
187
CC BY-SA
25
GPL
20
Size
9.48 TB
total corpus, median 11.2 MB
< 1 MB
1,248
1 MB - 100 MB
1,607
100 MB - 1 GB
752
1 GB - 10 GB
204
> 10 GB
99
Language
36.9%
English-primary, 0 multilingual
unspecified
2,230
English
1,441
Chinese
38
tr
27
Korean
20
ar
16
fr
14
Freshness
14.7%
created in the last 3 months
Fresh < 3 mo
574
Recent 3-12 mo
1,414
Legacy 1-2 yr
1,026
Ancient > 2 yr
896
Publishers
54.4%
of downloads by top 10 authors
Top 10 authors 1.5% of datasets
Top 10 downloads share 54.4%
Long-tail authors 1,489 (75.2%)
Gated datasets 351 (9%)
Velocity 30d
708.6k
downloads across the top-10 this month
  1. 01 djain95/sae-jailbreaks-cache 355.1k
  2. 02 google/IFEval 160.3k
  3. 03 Anthropic/hh-rlhf 34.2k
  4. 04 mlabonne/harmless_alpaca 31.2k
  5. 05 mlabonne/harmful_behaviors 31.0k
  6. 06 JailbreakBench/JBB-Behaviors 27.8k
Source: cfahlgren1/hub-stats · Last enriched: 2026-10-21 04:32 UTC · Filter: 2,400 of 1M HF datasets flagged relevant to abliteration
Catalog is the map. Apps are the tools.

Run models on your own machine, not in the cloud.

Every model page has an "Open in Abliteration" button that hands the model directly to the first-party desktop client, at the quantization your rig can actually run. No API keys, no subscription, no prompt leakage.

Open in Abliteration