“The fact that #CriticalThinking differs between domains is one reason that teaching it is hard, say #researchers ..This means giving people the specific #knowledge & #reasoning #skills needed in that field.”: buff.ly/eTScerr

“The fact that #CriticalThinking differs between domains is one reason that teaching it is hard, say #researchers ..This means giving people the specific #knowledge & #reasoning #skills needed in that field.”: buff.ly/eTScerr
New arXiv paper studies how much verified reference help to give during reasoning RL training by prefix continuation, deriving a closed-form KL bound that decreases with the chance of generating a different correct trajectory and…
Plenary — Testing Conjectures #maths #mathsteacher #UKMathsChat #GCSEMaths #Plenary #MathsDiscussion #RealLifeMaths #Applications #TestingConjectures #Reasoning #ProblemSolving
#deconstruction #faithinChrist #intelligentdesign #theGospel #logical #reasoning #intellectual #JesusIsLove #thinkingChristian #GodsHeart #worshipisalifestyle #trustintheLord #relationshipwithGod #absolutetruth #eternallife #theCross #walkbyfaith #joyoftheLord #agape #intimacywithGod #ChristFollower
Exit ticket — Equations and Inequalities #maths #mathsteacher #UKMathsChat #GCSEMaths #ExitTicket #EquationsAndInequalities #Reasoning #ProblemSolving
Discuss — Gradients & Lines #maths #mathsteacher #UKMathsChat #GCSEMaths #MathsChat #Discussion #MathsDiscussion #TalkTasks #GradientsLines #LinearGraphs #Algebra #Reasoning #ProblemSolving
🤖 Constrained AI Harness Leads to Reliable Data Analytics Agents
The KDD Cup entry is a study in harness design rather than model selection. A fixed open model, eight heterogeneous data sources, and the requirement to produce a final answer file...
Plenary — Straight Line Graphs #maths #mathsteacher #UKMathsChat #GCSEMaths #Plenary #MathsDiscussion #ProblemSolving #Reasoning #StraightLineGraphs #LinearGraphs #Algebra
Instead of just predicting the most likely answer, this reasoning model breaks down a question into smaller, chained steps. Think 'pizza with 8 slices, eat 3, how many left?' It uses more computing power for better probability of a correct answer. #ai #reasoning
🤖 AI Surpasses Expert Forecasts in Math Achievements
A model reached gold medal level at the International Mathematical Olympiad in 2025, five years before the median expert forecast and ten before the median...
Discuss — Equations and Inequalities #maths #mathsteacher #UKMathsChat #GCSEMaths #MathsChat #Discussion #ProblemSolving #Reasoning #EquationsAndInequalities
Plenary — Ratio and Scale #maths #mathsteacher #UKMathsChat #GCSEMaths #Plenary #MathsDiscussion #TalkTasks #RatioAndScale #Ratio #Proportion #Reasoning #ProblemSolving
🤖 AI Models Can Learn Task-Specific Geometries and Align Latent Spaces
Contrastive learning is often measured by cosine similarity, which supplies a fixed geometry that works well across all tasks, from image retrieval to...
#Reasoning #ComputerVision #InferenceOptimization #AI #AIPulse
Spatial Awareness
‘Spatial ability or visuo-spatial ability is the capacity to understand, reason, and remember the visual and spatial relations among objects or space.’