Author

Adib Sakhawat

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#natural language process... Preprint Sep 2026

Two Emojis of Difference: What Multilingual Affective Generation Benchmarks Actually Measure

We audit a multilingual affective generation benchmark eight instruction-tuned LLMs producing emoji summaries for 17,100 Bangla, English and Hindi sentences, with 6,960 human judgements and find its headline conclusions to be artefacts of the measurement instrument rather than properties of the systems. Treating annota...

Fardeen Sadab, Adib Sakhawat · 0 citations

#artificial intelligence May 2026

LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution

We argue, with systematic empirical evidence, that a large language model's political ideology is not a fixed point, but a conditional distribution $\mathbb{P}($position$\mid$context$)$ over a real political space. We evaluate nine current LLMs using a unified measurement framework anchored by VAA-CHES projection model...

Adib Sakhawat, Syed Rifat Raiyan, T. Islam et al. · arXiv.org · 0 citations