New paper RL-ARC proposes a calibration-aware training framework for large reasoning models that uses reasoning confidence to regularize answer confidence, aiming to fix overconfidence caused by RLVR. arXiv:2610.11352.

#AIResearch #LLMs #Calibration
https://arxiv.org/abs/2610.11352

⏱️ Calibration doesn’t have to mean lengthy downtime. SEMOTA offers an express fast-track option to help get critical measurement equipment back into service sooner.

https://interfaceforce.co.uk/semota-calibration-services
#Calibration #Engineering

🔬 The launch is just the beginning. SEMOTA Calibration Services is working towards UKAS accreditation and further improvements in measurement uncertainty.

Learn more:
https://interfaceforce.co.uk/semota-calibration-services
#UKAS #Calibration

📏 How confident are you in your force measurements? Our Morehouse UCM-250kN provides traceable calibration from 5–250 kN with ±0.1% uncertainty of applied load.

https://interfaceforce.co.uk/semota-calibration-services
#Metrology #Calibration

🎯 XSensor pressure mapping calibration in the UK. As XSensor’s trusted UK partner, we provide in-house calibration according to manufacturer procedures.

Discover more:
https://interfaceforce.co.uk/semota-calibration-services
#XSensor #Calibration

Check your expected signal before you start your calibration.

For a linear 0–100 PSI range, 50 PSI corresponds to 12 mA.

Try the free 4–20 mA calculator with your own range and process value:
bassoftwaresolutions.com/tools/proces...

#Instrumentation #Calibration #420mA

⚙️ Need force calibration? SEMOTA offers tension and compression calibration from 50 N to 250 kN, covering low and high-capacity load cell applications.

Find out more:
https://interfaceforce.co.uk/semota-calibration-services
#Calibration #Metrology

⚙️ Your calibration requirements aren’t always standard. SEMOTA offers flexible loading profiles with custom load points and ascending and descending cycles.

Discover more:
https://interfaceforce.co.uk/semota-calibration-services
#Calibration #Metrology

📋 Calibration is about more than measurement. SEMOTA provides comprehensive calibration certification to support quality systems, audits and regulatory compliance.

https://interfaceforce.co.uk/semota-calibration-services
#Calibration #Quality

🛠️ What if your load cell needs more than calibration? Inspection and repair services are also available to help keep your measurement equipment performing at its best.

https://interfaceforce.co.uk/semota-calibration-services
#LoadCells #Calibration

🔧 Your load cell doesn’t have to be an Interface product. SEMOTA calibrates Interface and non-Interface load cells within our supported capacity ranges.

Discover more:
https://interfaceforce.co.uk/semota-calibration-services
#LoadCells #Calibration

Modern gradient-boosted trees arrive pre-calibrated. Measuring first is not optional — it is the whole job.

Which model did you calibrate last that you now suspect you broke?

Full write-up in the comments.

MachineLearning #Calibration #ConformalPrediction

🗳️ Cast your vote!

We need a name for our new SEMOTA calibration machine – and we've narrowed it down to four suitably forceful contenders. 😁

Which one should win? Vote in our LinkedIn poll:

https://www.linkedin.com/feed/update/urn:li:activity:7507753605458874369

#Calibration #Metrology

🧰 New facility. 30+ years of experience. SEMOTA Calibration Services is backed by more than three decades of force measurement and metrology expertise.

https://interfaceforce.co.uk/semota-calibration-services
#Metrology #Calibration

[2024 OPEN ACCESS]
Self-traceable angle standards with simplified traceability chain for dimensional metrology
2024 Appl. Phys. Express 17 115001

iopscience.iop.org/article/10.3...

#APEX
#Physics
#OpenAccess
#dimensional
#metrology
#traceability
#lithography
#SEM
#calibration

⚙️ Our new SEMOTA calibration machine needs a name!

We’ve narrowed it down to 4 contenders – now we need your help to choose the winner.

🗳️ Cast your vote in our LinkedIn poll:

https://www.linkedin.com/feed/update/urn:li:activity:7507753605458874369

#Calibration #SEMOTA

[2025 OPEN ACCESS]
Development of a full field-of-view spectroscopic single-molecule fluorescence instrument with improved methods for calibration
2025 Appl. Phys. Express 18 012003

iopscience.iop.org/article/10.3...

#APEX
#OpenAccess
#Physics
#fluorescence
#spectroscopy
#spectrometer
#calibration

#statstab #622 Some notes on probability judgement

Thoughts: The position of an answer can be more informative than it's correctness.

#probability #psychology #bias #surveys #calibration #error

blog.djnavarro.net/posts/2025-0...

⏱️ Calibration doesn’t have to mean lengthy downtime. SEMOTA offers an express fast-track option to help get critical measurement equipment back into service sooner.

https://interfaceforce.co.uk/semota-calibration-services
#Calibration #Engineering