{
 "id": "DeepRCL/SteeringGeometry",
 "owner": "DeepRCL",
 "name": "SteeringGeometry",
 "downloads": 130,
 "likes": 0,
 "last_modified": "2026-10-24T20:06:39.000Z",
 "stated_licence": "other",
 "stated_from": "tag",
 "licence_name": null,
 "licence_link": null,
 "file_licence": null,
 "licence_files": [],
 "sources": [],
 "gated": false,
 "tasks": [
  "text-classification"
 ],
 "citation": "@inproceedings{abootorabi-etal-2026-steering,\n    title = \"Steering Geometry: Validating Human Value Geometry in {LLM} Steering Space\",\n    author = \"Abootorabi, Mohammad Mahdi  and\n      Saghafian, Armin  and\n      Bazshoushtari, Ali  and\n      Rezaei, Hamid  and\n      Hwang, EunJeong  and\n      Shwartz, Vered  and\n      Mousavi, Parvin  and\n      Abolmaesumi, Purang\",\n    editor = \"Lee, Hung-Yi  and\n      Dev, Sunipa  and\n      Li, Jessy  and\n      Elliott, Desmond\",\n    booktitle = \"Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing\",\n    month = oct,\n    year = \"2026\",\n    address = \"Budapest, Hungary\",\n    publisher = \"Association for Computational Linguistics\",\n    url = \"https://aclanthology.org/2026.emnlp-main.2508/\",\n    pages = \"57010--57033\",\n    ISBN = \"979-8-89176-459-0\",\n    abstract = \"As large language models (LLMs) are increasingly deployed in alignment-sensitive contexts, activation steering has emerged as a lightweight, inference-time alternative to fine-tuning methods (e.g., RLHF, DPO) for behavioral control. However, existing work typically validates steering on isolated behaviors, leaving it unclear whether steering vectors encode coherent semantic structure or merely exploit behavior-specific shortcuts. We investigate whether the latent geometry of LLM steering vectors reflects theory-specified structure in human values and morality. Using Schwartz{'}s Theory of Basic Human Values as our primary fine-grained framework",
 "signal": "unclear",
 "reason": "The checks could not identify a recognised licence ID in the dataset's metadata.",
 "revision": "9a30a27134122fd0fecc4f70fbe33bfb4d64f7da",
 "stated_evidence": "https://huggingface.co/datasets/DeepRCL/SteeringGeometry/blob/9a30a27134122fd0fecc4f70fbe33bfb4d64f7da/README.md",
 "file_evidence": "https://huggingface.co/datasets/DeepRCL/SteeringGeometry/tree/9a30a27134122fd0fecc4f70fbe33bfb4d64f7da",
 "card_nc": false
}