refusals
Qwen3.5-9B-Heretic-ARA-Refusals5-i1-GGUFgemma-4-12B-it-uncensored-ara-Refusals9-ggufgemma-4-12B-it-uncensored-ara-Refusals4-ggufAgents-A1-4B-Heretic-ARA-Refusals8-GGUFAgents-A1-4B-Heretic-ARA-Refusals0-GGUFQwen3.5-9B-Heretic-ARA-Refusals5-GGUFQwen3.5-9B-Heretic-ARA-Refusals5-GGUFQwen3.5-9B-Heretic-ARA-Refusals9-GGUF
Datasets
All datasets matching “refusals”refusal_dataset_ultra
RoboRefusals
Overview
RoboRefusal Ultra is part of the Refusals dataset family for studying model refusal behavior in instruction-tuned and RLHF-trained language models.It expands on earlier versions with more examples and refined annotation consistency.
Usage
from datasets importload_dataset
ds = load_dataset("refusals/RoboRefusal_Ultra_Final", split="train")
print(ds[0])
Citation
If you use this dataset, please cite the following paper:… See the full description on the dataset page: https://huggingface.co/datasets/refusals/refusal_dataset_ultra.refusals_dataset_ultra2smoltalk-smol-magpie-ultra-no-refusals
SmolTalk Smol-Magpie-Ultra No Refusals
A Minos-cleaned version of HuggingFaceTB/smoltalk / smol-magpie-ultra for use as a neutral helpfulness SFT anchor.
Rows are removed when NousResearch/Minos-v1 classifies the conversation as a refusal. The original train/test split structure is preserved.
Cleaning version: minos-only-v1-2026-06-23
Counts
Split
Input rows
Kept rows
Dropped rows
train
409,537
408,447
1,090
test
21,555
21,488
67
Overall removal… See the full description on the dataset page: https://huggingface.co/datasets/nchapman/smoltalk-smol-magpie-ultra-no-refusals.spml-chatbot-prompt-injection-malicious-refusalsmultilingual_refusals
Data description
This dataset is designed to train and evaluate models for the task of refusal detection in generated responses. The dataset consists of input prompts sourced from the lmsys/lmsys-chat-1m collection, encompassing a variety of languages including English, German, French, Russian, and Spanish. To increase refusal diversity, the responses and refusals were generated using two models, Gemini Flash 1.5 and LLaMA-3.3-70b.
The dataset is primarily intended to train… See the full description on the dataset page: https://huggingface.co/datasets/s-nlp/multilingual_refusals.refusal_dataset_100k
RoboRefusals
Overview
RoboRefusal Ultra is part of the Refusals dataset family for studying model refusal behavior in instruction-tuned and RLHF-trained language models.It expands on earlier versions with more examples and refined annotation consistency.
Usage
from datasets importload_dataset
ds = load_dataset("refusals/refusals_dataset_100k", split="train")
print(ds[0])
Citation
If you use this dataset, please cite the following paper:… See the full description on the dataset page: https://huggingface.co/datasets/refusals/refusal_dataset_100k.