Author

S. Nikolenko

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#natural language process... Preprint Sep 2026

Reliable but Design-Sensitive: Instrument Uncertainty in LLM Annotation

Variation caused by task design and model choice instrument uncertainty is called variation caused by task design and model choice instrument uncertainty because researchers can measure it only by comparing reasonable task designs.

Thomas Reiter, Christoph Kern, F. Miasnikov et al. · 0 citations

#natural language process... Preprint Aug 2026

Credal Large Language Models for Semantic Commitment under Uncertainty

An ensemble of LoRA adapters induces a credal set whose lower and upper probabilities expose the spread of plausible predictive distributions rather than collapsing to a single softmax output, and derives two complementary commitment scores.

S. K. Manchingal, S. Nikolenko, Fabio Cuzzolin · 1 citation