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Elias Stengel-Eskin

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#artificial intelligence Preprint Sep 2026

GlossoGen: Emergent Language in Complex Multi-Agent LLM Interactions

It is found that current LLMs have the potential for cumulative cultural evolution -- previously attested only in humans -- with mixed populations of agents developing capacities that go beyond their lowest common denominator.

Elias Stengel-Eskin, Newton Sander, Carlos Bonetti et al. · 1 citation
Preprint Aug 2026

Who is the Agent to Blame? Localizing Faithfulness and Citation Mistakes in Agentic Deep Research

An evaluation method is proposed that pinpoints which agent introduced each error by locally testing agent invocations for faithfulness and verifiability relative to their own inputs and proposes a four-type taxonomy to categorize the discovered errors: hallucination, uncited input reliance, uncited output, or insufficient citations.

Eran Hirsch, David Wan, Han Wang et al. · 0 citations

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