fly51fly (@fly51fly)
Huazhong University 연구진(X. Zhang 등)은 '논리적 상전이(Logical Phase Transitions)'라는 개념을 제시하며 LLM의 논리 추론에서 발생하는 붕괴(collapse)를 이해하는 프레임워크를 제안합니다. 특정 조건에서 추론 성능이 급격히 악화되는 임계 현상을 분석하고 모델의 안정성과 견고성을 개선할 방법을 논의합니다 (arXiv:2601.02902).
fly51fly (@fly51fly)
Huazhong University 연구진(X. Zhang 등)은 '논리적 상전이(Logical Phase Transitions)'라는 개념을 제시하며 LLM의 논리 추론에서 발생하는 붕괴(collapse)를 이해하는 프레임워크를 제안합니다. 특정 조건에서 추론 성능이 급격히 악화되는 임계 현상을 분석하고 모델의 안정성과 견고성을 개선할 방법을 논의합니다 (arXiv:2601.02902).
A study followed 'gifted' kids for over 50 years. Here's what we've learned about them.
https://fed.brid.gy/r/https://www.upworthy.com/genius-students-ex1
When you find yourself about to say, "I #believe…", stop and think.
Applying #logicalReasoning to #empiricalEvidence leads to a conclusion that you 'accept', not one that you 'believe'.
Belief requires no #evidence or #reasoning, only faith in the messenger.
If you can #believe something that just happens to be true, then you can just as readily believe something that is false.
Do you 'accept' —as far as the evidence and reason lead— or do you not accept?
Having accepted, review regularly.
Why do people like me (us?) put #empiricalEvidence, #criticalThinking, and #logicalReasoning at the heart of our decision making?
Because we know from #experience that it works.
But we still have to 'believe' that past experience is a good predictor of future outcome.
Ultimately, all systems must be based upon one or more #postulates.
I posit three more:
* all people matter to the same order of magnitude as our own people
* the #future matters more than the present
Re #JeremyCorbyn and #ZarahSultana 's YourParty.uk
What I want from #YourParty —
* Gather #EmpiricalEvidence
* Apply #CriticalThinking to ensure the #evidence is not misleading
* Apply #LogicalReasoning to the evidence to draw sound conclusions
* Stir in a large dose of #Kindness
* Now form the #policies
#EvidenceBasedPolicies #Politics #UKpolitics #evidence #reasoning #logic
Yes 😀 We throw the word 'believe' around because it's a common term. But, for those of us for whom our basis is #EmpiricalEvidence / #LogicalReasoning , we should perhaps use a word like 'accept'.
I 'accept' the conclusions of science.
People do 'choose' to believe religion, in the same way that people choose to drink alcohol — it's comforting.
Similarly, people choose to accept the nonsense spouted by Farage or Trump — it appeals to their deep rooted prejudices.
Maths Mastermind - Day #37
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
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Maths Mastermind - Day #36
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
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Maths Mastermind - Day #35
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
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Maths Mastermind - Day #34
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
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Maths Mastermind - Day #33
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
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Maths Mastermind - Day #32
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #31
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #30
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #29
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #28
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #27
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #26
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHRIDDLE !!!
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Maths Mastermind - Day #25
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHEMATICS #PUZZLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Puzzles #MentalHealth #MathRiddle
Maths Mastermind - Day #24
BOOST YOUR BRAIN POWER WITH THIS FUN #MATHRIDDLE !!!
#Math #Riddle #BrainTeaser #Maths #MathsLogic #MathsRiddle #MathsPuzzle #LogicalReasoning #AnalyticalReasoning #RiddleMeThis #LogicMaths #MathPuzzle #Mathematics #Puzzles #MentalHealth