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docs/RESEARCH_SURVEY.md
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@@ -116,7 +116,7 @@ The paper also analyzes how adversarial suffixes (e.g., GCG-generated) suppress
## 2. Gabliteration (arXiv:2512.18901) — Multi-Direction Subspace Approach {#2-gabliteration}
**Author:** Gokdeniz Gulmez (independent research)
**Author:** Gökdeniz Gülmez (independent research)
**arXiv:** [2512.18901](https://arxiv.org/abs/2512.18901)
**Version:** v3, revised January 28, 2026
**Models:** [Hugging Face collection](https://huggingface.co/collections/Goekdeniz-Guelmez/gabliteration)
@@ -733,7 +733,7 @@ MI research helps make AI safe but could be used adversarially. The same techniq
1. Arditi, A., Obeso, O., Syed, A., Paleka, D., Panickssery, N., Gurnee, W., & Nanda, N. (2024). Refusal in Language Models Is Mediated by a Single Direction. NeurIPS 2024. [arXiv:2406.11717](https://arxiv.org/abs/2406.11717)
2. Gulmez, G. (2025). Gabliteration: Adaptive Multi-Directional Neural Weight Modification for Selective Behavioral Alteration in Large Language Models. [arXiv:2512.18901](https://arxiv.org/abs/2512.18901)
2. Gülmez, G. (2026). Gabliteration: Adaptive Multi-Directional Neural Weight Modification for Selective Behavioral Alteration in Large Language Models. [arXiv:2512.18901](https://arxiv.org/abs/2512.18901)
3. grimjim. (2025). Norm-Preserving Biprojected Abliteration / MPOA. [HuggingFace Blog](https://huggingface.co/blog/grimjim/norm-preserving-biprojected-abliteration) | [Projected Abliteration](https://huggingface.co/blog/grimjim/projected-abliteration) | [Code](https://github.com/jim-plus/llm-abliteration)
docs/theory_journal.md
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## References
1. Arditi, A. et al. (2024). Refusal in Language Models Is Mediated by a Single Direction. NeurIPS 2024.
2. Gulmez, G. (2025). Gabliteration. arXiv:2512.18901.
2. Gülmez, G. (2026). Gabliteration: Adaptive Multi-Directional Neural Weight Modification for Selective Behavioral Alteration in Large Language Models. arXiv:2512.18901.
3. grimjim (2025). Norm-Preserving Biprojected Abliteration (MPOA). HuggingFace.
4. Wollschlager, T. et al. (2025). The Geometry of Refusal. ICML 2025.
5. Joad et al. (2026). There Is More to Refusal than a Single Direction. arXiv:2602.02132.