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Author

Adil Akhmetov

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Conference Sep 2026

Evaluating Robustness of AI-Generated Text Detectors Under Simulated Iterative Obfuscation

AI text generators are usually evaluated with their output being fed directly into detectors, while in actuality, users tend to paraphrase or back-translate texts before submitting them to be graded. In the following study, four detectors are tested at each of five increasing levels of attacks based on HC3, RAID, and M...

Batyr Sharimbayev, S. Kadyrov, Adil Akhmetov et al. · 0 citations
Conference Jul 2026

An Empirical Evaluation of LLM Function Calling in Enterprise Backend Systems: Latency, Reliability, and Development Trade-offs

Function calling enables Large Language Models (LLMs) to orchestrate backend services by invoking structured tools, extending their role from text generators to intelligent agents. While prior work evaluates tool-use accuracy, there is limited empirical evidence on the backend-level performance trade-offs between LLM-d...

M. A. Ala’anzy, Adil Akhmetov, Amani Ibraheem et al. · 0 citations

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