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Niki van Stein

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Breaking Bureaucracy: Evaluating open-source LLMs for legal document review

In this paper, we evaluate open-source generative LLMs on legal Natural Language Inference (NLI). Legal inspectorial processes take place in specific domains and often deal with confidential data. This creates a need for working with local models that do not require labeled training data. We evaluate our models on the...

Farrukh Baratov, Niki van Stein, Suzan Verberne · 0 citations
#small language model Preprint Sep 2026

EvoMO-SR: Multiobjective LLM-based Evolution of Symbolic Expressions with substructure guidance

EvoMO-SR is proposed, a novel LLM-driven SR framework in which the LLM generates equation skeletons, with their coefficients fitted separately by an external optimizer, which achieves the best accuracy in seven of the eight in-domain and out-of-domain settings for LSR-Synth.

Cristina Rossetti, Anna V. Kononova, Thomas Back et al. · 0 citations

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