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Danial Amin

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#data science Book Open access Oct 2026

PersonaBase: Computational Resources for Advancing the Research and Practice of Data-Driven Personas

PersonaBase, a repository of computational DDP resources that gathers tasks, datasets, metrics, and baselines, is presented and it is proposed that future work on DDP resources addresses needs by community building and learning from other computational sciences, while moving closer to full benchmarking solutions.

Joni O. Salminen, Danial Amin, Ilkka Kaate et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Do Not Trust the Benchmark: Limitations of General LLM Rankings and a Case for Task-Specific Evaluation

The paper argues for evaluation procedures that disclose the tested configuration, validate questions and successful task completion, report performance alongside cost and execution time, and make the scope of generalization explicit, and discusses Isotanta, a crowdsourced benchmarking platform, as a practical example...

Danial Amin · 0 citations

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