Polarity-Aware Probing for Quantifying Latent Alignment in Language Models. - Sabrina Sadiekh; Elena Ericheva; Chirag Agarwal (AAAI, 2026)

Towards Understanding the Robustness of Sparse Autoencoders. - Ahson Saiyed; Sabrina Sadiekh; Chirag Agarwal (CoRR, 2026)

Cross-Lingual Jailbreak Detection via Semantic Codebooks. - Shirin Alanova; Bogdan Minko; Sabrina Sadiekh; Evgeniy Kokuykin (CoRR, 2026)

GLiNER Guard: Unified Encoder Family for Production LLM Safety and Privacy. - Bogdan Minko; Sabrina Sadiekh; Evgeniy Kokuykin (CoRR, 2026)