Nina Panickssery
Nina Panickssery has 2 papers in our library, in 2024–2026, most of them on Language models & pretraining, Bias, fairness & safety; often with Frauke Kreuter, Neel Nanda.
OpenAlex · h-index 2 · 9 works · 86 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 287 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #5572
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Bias, fairness & safety · 2 worksLanguage models & pretraining · 2 works
Works by year
2020s
Papers
- Refusal in Language Models Is Mediated by a Single Direction (2024 · 196 citations)
Chat LLMs are safety-tuned to decline harmful requests, but how this behavior works inside the model is poorly understood. - Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models (2026 · 17 citations)
The paper asks why jailbreaks with very different surface forms all get past the safety training of chat LLMs, and whether they share an internal mechanism.
All works
- Refusal in Language Models Is Mediated by a Single DirectionarXiv:2406.11717Andy Arditi, Oscar Obeso, Aaquib Syed, et al.2024 · 196 citations
- Many-shot Jailbreaking ↗neural information processing systems · no summary yetCem Anil et al.2024 · 109 citations
- Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL)Sarah Ball, Frauke Kreuter, Nina Panickssery2026 · 17 citations
Co-authors here
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL): EACL 2026
- neural information processing systems
Cited by
Updated
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