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News/Before We Trust Them: Decision-Making Failures in Navigation of Foundation Models
arxiv
PublishedApril 10, 2026 at 4:00 AM
▼bearish

Before We Trust Them: Decision-Making Failures in Navigation of Foundation Models

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2601.05529v5 Announce Type: replace Abstract: High success rates on navigation-related tasks do not necessarily translate into reliable decision making by foundation models. To examine this gap, we evaluate current models on six diagnostic tasks spanning three settings: reasoning under complet

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Discussion
Mentioned models
03
  • 01
    GPT-5
  • 02
    Gemini-2.5 Flash
  • 03
    Gemini-2.0 Flash
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#navigation#decision making#safety#evaluation

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Mentioned models
03
  • 01
    GPT-5
  • 02
    Gemini-2.5 Flash
  • 03
    Gemini-2.0 Flash
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#navigation#decision making#safety#evaluation

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arxivVeriEvolve: Evaluator-First Evolution for Tool-Using Agents1darxivTNODEV: Toolbox for Neural ODE Verification1darxivLearning to Interfere in Non-Orthogonal Multiple-Access Joint Source-Channel Coding1darxivOn the Expressive Power and Limitations of Multi-Layer SSMs1d
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