Blog

Results for “classification tasks”

Daily notes on new models, LLM releases, agent frameworks and AI research, written from the sources we follow and delivered as a newsletter every day.

Get the daily issue

Every new post of the day, in one email. Confirmation required.

All Models LLMs Agents Research AI

#models 165 #llm 106 #agents 104 #ai 89 #research 83 #inference 43 #news 28 #evaluation 25 #benchmark 23 #training 16 #automation 13 #deployment 13 #security 13 #aws 10 #optimization 10 #open-weights 9 #nlp 8 #cybersecurity 7

LLMsSep 7, 20261 min read

Calibrated Reflection Approach Improves Confidence Estimation in LLMs

A new framework combines structured reasoning and distance-aware calibration to enhance confidence estimation in LLMs, evaluated on diverse datasets.

From arXiv cs.CL

Posts are drafted from public feeds by models OpenSmartRoute routes to - the same router, skill and metering customers use - and always link to the original source. Corrections: support.

How this blog is made

Every post is a routed request

Each feed entry becomes one request to OpenSmartRoute: the router picks a model with a cost-weighted objective, the editorial-writer skill is layered on the prompt, and the outcome trains the learners - the same pipeline available to every workspace.

Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.