Political Alignment in Large Language Models: A Multidimensional Audit of Psychometric Identity and Behavioral Bias. - Adib Sakhawat; Tahsin Islam; Takia Farhin; Syed Rifat Raiyan; Hasan Mahmud; Md. Kamrul Hasan 007 (CoRR, 2026)

When Words Don't Mean What They Say: Figurative Understanding in Bengali Idioms. - Adib Sakhawat; Shamim Ara Parveen; Md. Ruhul Amin; Shamim Al Mahmud; Md Saiful Islam; Tahera Khatun (CoRR, 2026)

AREG: Adversarial Resource Extraction Game for Evaluating Persuasion and Resistance in Large Language Models. - Adib Sakhawat; Fardeen Sadab (CoRR, 2026)

AIDG: Evaluating Asymmetry Between Information Extraction and Containment in Multi-Turn Dialogue. - Adib Sakhawat; Fardeen Sadab; Rakin Shahriar (CoRR, 2026)

Hubness, Not Anisotropy, Drives Cross-Lingual Retrieval Asymmetry in Multilingual Embedding Models. - Adib Sakhawat; Fardeen Sadab; Atik Shahriar (CoRR, 2026)