arxiv
PublishedMay 13, 2026 at 4:00 AM
▲bullish
Drop the Act: Probe-Filtered RL for Faithful Chain-of-Thought Reasoning
Publisher summary· verbatim
arXiv:2605.11467v1 Announce Type: new Abstract: Reasoning models post-hoc rationalize answers they have already committed to internally, producing chains of *reasoning theater*: deliberative-looking steps that contribute nothing to correctness. This wastes inference tokens, pollutes interpretability
Models mentioned
01Stay posted· Newsletter
A 5-min weekly brief — top movers, price watch, story of the week.
Discussion
No replies yet. Be first.
Related coverage
More from ARXIV
arxivReverso: Efficient Time Series Foundation Models for Zero-shot Forecasting5harxivMultinex: Lightweight Low-light Image Enhancement via Multi-prior Retinex5harxivMarket Design for AI: Beyond the Copyright Binary5harxivWho Pays the Price? Stakeholder-Centric Prompt Injection Benchmarking for Real-world Web Agents5hThe Bubble Brief
WEEKLYRead reasoning insights every Tuesday — top movers, new releases, story of the week.
Originally published on arxiv ↗