arxiv
PublishedOctober 19, 2026 at 4:00 AM
Not All Test-Time Compute Is Evidence: Model-Specific Bias in LLM Reasoning
Publisher summary· verbatim
arXiv:2610.23213v1 Announce Type: new Abstract: Test-time scaling methods implicitly assume that additional computation from the same model provides independent evidence. We show that this assumption fails within a single reasoning model: errors are correlated across repeated samples, across reasoni
Stay posted· Newsletter
Three short emails a week: Monday, Wednesday and Friday. Top movers, new models and the most-referenced story.
Your email is used only to send The Bubble Brief. Privacy policy
Discussion
No replies yet. Be first.
Related coverage
More from ARXIV
arxivAn AI Security Agent for University ACMIS: Multi-Vector Threat Detection and Automated Response9harxivLearning Transferable Latent User Preferences for Human-Aligned Decision Making9harxivRepair the Core, Not the Symptom: Planning-Graph Repair for Long-Horizon Agents9harxivIndustryForge-27B: A Domain-Enhanced Multimodal Foundation Model for Industrial CAD9hThe Bubble Brief
MON · WED · FRIRead AI insights every Monday, Wednesday and Friday — top movers, new models, story of the week.
Your email is used only to send The Bubble Brief. Privacy policy
Originally published on arxiv ↗