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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

Benchmark scores increasingly influence the development, marketing, and selection of large language models (LLMs). Yet an overall score is interpretable only in relation to the system tested, the questions included, and the conditions of evaluation. This perspective examines five connected limitations of general LLM ra...

Danial Amin · 0 citations

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