EleutherAI/deep-ignorance-pretraining-mix
Deep Ignorance Model Suite We explore an intuitive yet understudied question: Can we prevent LLMs from learning unsafe technical capabilities (such as CBRN) by filtering out enough of the relevant pretraining data before we begin training a model? Research into this question resulted in the Deep Ignorance Suite. In our experimental setup, we find that filtering pretraining data prevents undesirable knowledge, doesn't sacrifice general performance, and results in models that are… See the full description on the dataset page: https://huggingface.co/datasets/EleutherAI/deep-ignorance-pretraining-
| Author / organization | EleutherAI |
|---|---|
| Downloads | 2K (as reported by Hugging Face) |
| Likes | 5 |
| Created | 14 April 2025 |
| Last updated at source | 12 August 2025 |
Popularity, last 3 days
1,963 now (+64 since 2026-10-16). Counts as reported by the source, snapshotted daily by Silytics.
Connected in the knowledge graph
- EleutherAI/deep-ignorance-pretraining-stage-strong-filterModel · used to train
- EleutherAI/deep-ignorance-pretraining-stage-weak-filterModel · used to train
- EleutherAI/deep-ignorance-unfilteredModel · used to train
- mradermacher/camus-GGUFModel · used to train
- mradermacher/absurd-GGUFModel · used to train
- mradermacher/deep-ignorance-unfiltered-GGUFModel · used to train
- EleutherAI/deep-ignorance-e2e-strong-filterModel · used to train
- EleutherAI/deep-ignorance-pretraining-stage-unfilteredModel · used to train
More from EleutherAI
- EleutherAI/hendrycks_mathDataset
- EleutherAI/lambada_openaiDataset
- EleutherAI/wikitext_document_levelDataset
- EleutherAI/headqaDataset
- EleutherAI/proof-pile-2Dataset
- EleutherAI/asdivDataset
Silytics shows public metadata from Hugging Face and links to the original. Information may be incomplete or out of date. Last refreshed 18 October 2026. Licenses and terms of the original apply to the work itself. Not financial, legal or professional advice.