steering
Datasets
All datasets matching “steering”steering_diffSteeringSafety
SteeringSafety: A Systematic Safety Evaluation Framework of Representation Steering in LLMs
🎯 Overview
SteeringSafety is a benchmark suite for evaluating representation steering methods across multiple safety perspectives.
SteeringSafety provides:
📊 A collection of 17 datasets including 7 perspectives for measuring safety behaviors.
🔧 A modular code framework implementing the taxonomy of training-free steering methods with standardized, interchangeable… See the full description on the dataset page: https://huggingface.co/datasets/WangResearchLab/SteeringSafety.OLMo-2_Residual_Streams
OLMo-2_Residual_Streams
This dataset contains approximately 600 million residual streams derived from the FineWeb dataset. The residual streams were extracted using the allenai/OLMo-2-1124-7B-Instruct model and are stored in .parquet format.
Dataset Description
Usage
The dataset should work just fine with load_dataset:
>>> from datasets import load_dataset
# after loading the data, cast to bf16 using torch.view()
>>> dataset =… See the full description on the dataset page: https://huggingface.co/datasets/open-concept-steering/OLMo-2_Residual_Streams.activation_steering
Activation Steering Baseline
Generations produced with the difference-in-means activation steering baseline.
This dataset is part of the data release for the paper Predicting Future Behaviors in Reasoning Models Enables Better Steering.
The data is organized as <model>/<dataset>/.... Each row below links to the browsable folder for that model and dataset, where the individual files can be viewed and downloaded.
Data
Model
Dataset
Files… See the full description on the dataset page: https://huggingface.co/datasets/future-probes/activation_steering.persona-steering-activations
Persona-Conditional Steering — Gemma-2-27B-IT Activations (v2)
Mean assistant-turn hidden-state activations from google/gemma-2-27b-it, recorded while the model role-plays one of 17 personas and answers questions under different trait-shaping instructions. The activations are the raw inputs that the project's contrastive steering vectors are computed from (mean(pos) − mean(neg) per persona × trait).
This is the v2 release — the version used for the paper. Earlier… See the full description on the dataset page: https://huggingface.co/datasets/girishgupta/persona-steering-activations.enterprise-100-db-steering
Enterprise-100: Multi-Table Database Activation Steering & Benchmark
This repository contains a 100-table synthetic enterprise relational SQLite database, multi-table join benchmarks (2 to 6 table joins), activation steering vectors for Qwen3-8B, and automated evaluation scripts with Gemini 2.5 Flash as an LLM judge.
🏛️ 1. The 100-Table Enterprise Database Schema (enterprise_100.db)
Contains 100 interrelated tables across 10 core business domains:
Core Users… See the full description on the dataset page: https://huggingface.co/datasets/mayank-dubey-ai/enterprise-100-db-steering.