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Author

P. Steinbach

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#large language models Review Open access Oct 2026

Evaluating Gemma 3 27B for local undergraduate physics tutoring

Physics education research has developed a range of student-centered approaches that emphasize conceptual understanding and problem solving, creating interest in whether large language models (LLMs) can provide complementary, on-demand tutoring support. Locally deployable models are particularly relevant for institutio...

Marcel Völschow, P. Buczek, Philipp Riefer et al. · 0 citations
#machine learning Preprint Jan 2026

Semantic Calibration Prevails Where Token Confidence Fails: Benchmarking Long-Form Scientific QA

This work introduces the first large-scale benchmark for UQ calibration in long-form, reasoning-demanding scientific QA, evaluating four UQ methods on 685,000 responses across up to 20 LLMs and seven datasets, supported by an extensible open-source framework whose shared-generation design enables reproducible cross-met...

Philip Müller, Nicholas Popovic, Michael Färber et al. · 4 citations · ⚡1

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