Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning
arXiv:2610.20836v1 Announce Type: new Abstract: Evaluator-guided reasoning presents a local control problem at every step: trust the current answer, return a fallback, or spend more inference. We formulate this choice as a compute-aware three-action controller, scoring terminal…
AI Summary & Key Takeaways
- arXiv:2610.20836v1 Announce Type: new Abstract: Evaluator-guided reasoning presents a local control problem at every step: trust the current answer, return a fallback, or spend more inference
- We formulate this choice as a compute-aware three-action controller, scoring terminal…
Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning
Related stories
Anthropic co-founder Jack Clark moves his prediction for self-improving AI forward to 2027
A new benchmark by P-Zero Research measures how well AI models design and evaluate experiments on their own. The results are improving so fast that Anthropic co-founder Jack Clark now thinks self-improving AI could arrive by 2027. The article Anthropic co-founder Jack Clark…
Sam Altman admitted that no one knows whether artificial intelligence is conscious
Sam Altman admitted that no one knows whether artificial intelligence has consciousness OpenAI CEO Sam Altman said that today no one can say with certainty whether modern neural networks have consciousness. “I want to be clear: in fact, no one is...
Anthropic says one AI agent beats many subagents now that models can handle complexity alone
Anthropic says companies should evaluate whether they can consolidate sub-agents into a single agent that loads context on demand. In one architecture comparison, the single-agent setup ran about twice as fast. Anthropic has published a migration kit on GitHub to help teams make…
Ex-Google CEO Eric Schmidt calls OpenAI and Anthropic modern colonial trading companies
In Foreign Affairs, historian Niall Ferguson, researcher Lisa Klaassen, and former Google CEO Eric Schmidt cast the US and China as AI empires and every other country as a dependency. The race won't be decided by breakthroughs but by who can bankroll it. US corporations alone…