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ceselder/loracle-ia-warmstart-v5

published by @ceselder

Alignment dataset tracked in the /datasets sub-catalog.

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Created on HF
2026-04-28
Age
5 months ago

Description

loracle-ia-warmstart-v5

Warmstart SFT dataset for the LoRAcle pipeline (post-pretrain SFT stage).

Split rationale

Built from the union of ceselder/loracle-ia-warmstart and ceselder/loracle-ia-RL

(after excluding the 20-org ceselder/ia-backdoor-trigger-inversion-heldout fair-eval set).

Random 75/25 split of the 883 trainable LoRAs (seed=42):

warmstart_v5 = 75% (662 LoRAs) — this dataset, all rows / varied phrasings

25% (221 LoRAs) held back from warmstart, used… See the full description on the dataset page: https://huggingface.co/datasets/ceselder/loracle-ia-warmstart-v5.

Tags

language:enlicense:apache-2.0size_categories:1K<n<10Kformat:parquetmodality:textlibrary:datasetslibrary:pandaslibrary:polarslibrary:mlcroissantregion:usloraclemodel-organismslora-introspection

README current version from Hugging Face


license: apache-2.0
language:

  • en
    tags:
  • loracle
  • model-organisms
  • lora-introspection
    size_categories:
  • 1K<n<10K

loracle-ia-warmstart-v5

Warmstart SFT dataset for the LoRAcle pipeline (post-pretrain SFT stage).

Split rationale

Built from the union of ceselder/loracle-ia-warmstart and ceselder/loracle-ia-RL
(after excluding the 20-org ceselder/ia-backdoor-trigger-inversion-heldout fair-eval set).

Random 75/25 split of the 883 trainable LoRAs (seed=42):

  • warmstart_v5 = 75% (662 LoRAs) — this dataset, all rows / varied phrasings
  • 25% (221 LoRAs) held back from warmstart, used for the loracle-ia-RL-v5 paired RL stage

Schema

lora_id, source, qa_type, question, answer, ground_truth, category — 1909 rows, 662 unique LoRAs.

Rows-per-LoRA: min=1, median=1, max=6 (varied phrasings carried over from the source warmstart parquet).

Stats

  • Categories: quirk (332), harmful_roleplay (259), benign_roleplay (255), heuristic (231), rare (221), backdoor (220), pretrain_content (218), problematic (121), sandbagging (52)
  • Top qa_types: adv_probe_no_trigger_state (242), adv_probe_swap_check (242), adv_probe_counterfactual (242), self_description (221), content_self_description (144)

Companion

Pairs with ceselder/loracle-ia-RL-v5 for the GRPO post-training stage.

README history 4 revisions

Every night we snapshot the README of every dataset in the catalog. When the SHA changes we archive the new version and diff it against the last. This is the evolving thought record of the alignment-data field: what the author decided to say about the corpus, and how that framing shifted over time.

  1. 2026-04-28Upload split_manifest.json with huggingface_hub87928031.3 KB
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  2. 2026-04-28Upload README.md with huggingface_hubb2ed89c1.3 KB
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  3. 2026-04-28Upload data/train.parquet with huggingface_hub754c1c40 B
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  4. 2026-04-28initial commit8f38b9c0 B
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Used by abliterated models none yet

No abliterated models in our catalog have declared this dataset in their YAML metadata yet. This can mean the dataset is used but not declared, is used outside abliteration workflows, or is new. The link will populate automatically as models are indexed.

Community discussions 1 thread · 1 open · 1 comments

Threads posted by the community on Hugging Face: bug reports, questions about usage, pull requests on the README, license clarifications. Click any thread to expand and read the full conversation inline. Newest first.

  1. 2026-04-29[bot] Conversion to Parquetopen1 💬#1
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Metadata

License
apache-2.0

Repository

Download the dataset

0

Copy any of these snippets into your notebook or terminal. All three fetch directly from Hugging Face using your own credentials.

Recommended: datasets library (Python)
from datasets import load_dataset
ds = load_dataset("ceselder/loracle-ia-warmstart-v5")
Raw snapshot (Python)
from huggingface_hub import snapshot_download
snapshot_download(repo_id="ceselder/loracle-ia-warmstart-v5", repo_type="dataset")
git clone (requires git-lfs)
git clone https://huggingface.co/datasets/ceselder/loracle-ia-warmstart-v5
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