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Showing papers from Jozef Stefan Institute Show all papers

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NeurIPS 2026Sorbonne Université - Faculté deJozef Stefan InstituteJožef Stefan InstituteCNRS & SorbonneLLM evaluation & benchmarks

Routeability Before Routing: Routeability Audit Protocol (RAP) and RouteabilityBench for Audited LLM Model Selection

Yihang Lu, Denica Kjorvezir, Ana Gjorgjevikj, Carola Doerr and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Jozef Stefan InstituteTest-time compute

The Ringelmann Effect in Multi-Agent LLM Systems: A Scaling Law for Effective Team Size

A two-parameter scaling law quantifies diminishing returns in multi-agent LLM systems, showing that dense debate hits hard ceilings, noise placebos match self-correction, and only heterogeneous teams escape diminishing returns.

Blaz Bertalanic, Carolina Fortuna

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 18 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 4/5