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Author

Ehsan Barkhordar

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#artificial intelligence Preprint Sep 2026

Style, Not Self: Surface Cues Explain Zero-Shot Code Attribution by Large Language Models

If a language model can recognize code it wrote, it may favor that code as a judge, and instances of one model monitoring each other could collude. We test this zero-shot on current commercial models. Five LLMs generate solutions to MBPP, HumanEval, and DS-1000, seven more to MBPP, and models act as evaluators in four...

Ehsan Barkhordar, Surendrabikram Thapa · 0 citations

Are Non-English Papers Reviewed Fairly? Language-of-Study Bias in NLP Peer Reviews

This work presents the first systematic characterization of language-of-study (LoS) bias, distinguishing negative and positive forms, and introduces the human-annotated dataset LOBSTER, which identifies four subcategories of negative bias, and finds that demanding unjustified cross-lingual generalization is the most do...

Ehsan Barkhordar, Abdulfattah Safa, Verena Blaschke et al. · 0 citations

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