3 papers
cs.CY2026
LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution
Adib Sakhawat, Syed Rifat Raiyan, Tahsin Islam +3
We argue, with systematic empirical evidence, that a large language model's political ideology is not a fixed point, but a conditional distribution positionconte…
cs.CL2026
Coordinates of Capability: A Unified MTMM-Geometric Framework for LLM Evaluation
Adib Sakhawat, Tahsin Islam, Takia Farhin +3
The evaluation of Large Language Models (LLMs) faces a critical challenge in construct validity, where fragmented benchmarks and ad hoc metrics frequently conflate method variance,…
cs.CY2026
Political Alignment in Large Language Models: A Multidimensional Audit of Psychometric Identity and Behavioral Bias
Adib Sakhawat, Tahsin Islam, Takia Farhin +3
As large language models (LLMs) are increasingly deployed, understanding how they express political positioning is important for evaluating alignment and downstream effects. We aud…