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Robin Forsberg

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Review Open access Aug 2026

Value conflicts in natural language processing: A systematic literature review

There is a need for more comprehensive value-based analysis in NLP research, to ensure ethical and inclusive technological development and contribute to cross-discipline dialogue among researchers, technologists, and policymakers, for NLP technologies better aligned with diverse human values.

Robin Forsberg, Matti Nelimarkka · 0 citations
Preprint Sep 2026

Seasonal Trading in Commodity Futures: Evidence from Regression and Singular Spectrum Signals

Commodity futures are shaped by harvest cycles, weather shocks, storage conditions, and seasonal demand, but it remains unclear whether recurring patterns yield robust out-of-sample trading profits. Existing research documents return seasonality in commodity futures as well as more complex seasonal structure, while lea...

Ralph Kosch, Robin Forsberg · 0 citations
#artificial intelligence Preprint Sep 2026

Prompt Revision as a Source of Cultural Bias in Text-to-Image Systems

WorldVIEW, a multilingual benchmark of 8,960 prompts across 15 languages and 31 language-context pairings, is introduced, and the revision layer itself is identified as a previously undocumented, causal source of this stereotyping.

Aleksandra Urman, Elsa Lichtenegger, Salima Jaoua et al. · 1 citation

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