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From Turing-Test to Birch++-Test [Professor Yang-Hui He] (Re: Tensor Logic "Unifies" AI Paradigms [Pedro Domingos])

From Mild Shock <janburse@fastmail.fm>
Newsgroups sci.physics, sci.physics.relativity
Subject From Turing-Test to Birch++-Test [Professor Yang-Hui He] (Re: Tensor Logic "Unifies" AI Paradigms [Pedro Domingos])
Date 2025-12-10 14:55 +0100
Message-ID <10hbu4e$1ckhe$2@solani.org> (permalink)
References <10e229s$rr1b$4@solani.org> <10h6or4$1b491$2@solani.org>

Cross-posted to 2 groups.

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Hi,

Since AI passed the Turing Test in 2022.
Mathematician are devicing the Birch++-Test:

Professor Yang-Hui He discusses the murmuration
conjecture, shows how DeepMind, OpenAI, and EpochAI
are rewriting the rules of pure math, and reveals
what happens when machines start making research-
level discoveries faster than any human could. AI
is taking us beyond proof straight into the future
of discovery. Get ready to witness a turning point
in mathematical history: in this episode, we dive
into the AI breakthroughs that stunned number
theorists worldwide.

The AI Math That Left Number Theorists Speechless
https://www.youtube.com/watch?v=spIquD_mBFk

Bye

Mild Shock schrieb:
> Hi,
> 
> Current AI is split between two worlds that don't play well together:
> 
> Deep Learning (neural networks, transformers, ChatGPT) - great at 
> learning from data, terrible at logical reasoning
> Symbolic AI (logic programming, expert systems) - great at logical 
> reasoning, terrible at learning from messy real-world data
> 
> Tensor Logic unifies both. It's a single language where you can:
> Write logical rules that the system can actually learn and modify
> Do transparent, verifiable reasoning (no hallucinations)
> Mix "fuzzy" analogical thinking with rock-solid deduction
> 
> The Killer Feature: The Temperature Knob
> 
> https://www.youtube.com/watch?v=4APMGvicmxY
> 
> Bye
> 
> Mild Shock schrieb:
>> Hi,
>>
>> The English had Aristoteles (*), the French had
>> Descartes, and the Dutch have their national
>> Flag. The culmination of the Enlighment was
>>
>> the distinction between analytic and synthetic
>> truth. But this doesn't help to understand
>> Generative AI, which produces a mish mash
>>
>> of the factual and the plausible. But the logical
>> and non-logical distinction lead to abominations
>> like ascribing to Wittgenstein the maxim,
>>
>> "All logical differences are big differences", with
>> the even worse conjecture "All nonlogical differences
>> are small differences". But an early conceptual
>>
>> prototype of ChatGPT was given by:
>>
>> "Mirror (**) Mirror on the Wall who is the Fairest of them All?"
>> - Snow White, Brothers Grim
>>
>> So its all about retrieving mirror texts and images and
>> transforming them, the retrieval having good old metrics like
>> recall and precision, and the transformation having also metrics,
>>
>> metrics all relative to a group preferences assumption of
>> the end-user, so that the end-user can more cost effictively
>> and more market penetratingly act, in a totally
>>
>> new AI Boom infected environment.
>>
>> Bye
>>
>> (*)
>> we have powers and faculties fitted to deal with
>> them, and are **happy or miserable** in proportion
>> as we know how to **frame** a right judgment of things
>> The elements of logic. In four books
>> by Duncan, William, 1717-1760
>> https://archive.org/details/elementsoflogic00dunc/page/n5/mode/2up
>>
>> (**)
>>
>> An earlier version of "Mirrors" (Chapter 7) was written for a
>> volume in honor of Thomas A. Sebeok (He was among the
>> founders of biosemiotics, and coined the term "zoosemiotics"
>> in 1963 to describe the development of signals and signs by
>> non-human animal species) for his sixty-fifth birthday.
>> Umberto Eco, ''Semiotics and the Philosophy of Language'',
>> Bloomington: Indiana U.P., 1984
>> https://monoskop.org/images
>> /b/b3/Eco_Umberto_Semiotics_and_the_Philosophy_of_Language_1986.pdf
> 

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Thread

From Framing to Mirroring [AI Boom] Mild Shock <janburse@fastmail.fm> - 2025-10-31 11:16 +0100
  Tensor Logic "Unifies" AI Paradigms [Pedro Domingos] (Re: From Framing to Mirroring [AI Boom]) Mild Shock <janburse@fastmail.fm> - 2025-12-08 15:54 +0100
    Re: Tensor Logic "Unifies" AI Paradigms [Pedro Domingos] (Re: From Framing to Mirroring [AI Boom]) Ross Finlayson <ross.a.finlayson@gmail.com> - 2025-12-08 12:51 -0800
    From Turing-Test to Birch++-Test [Professor Yang-Hui He] (Re: Tensor Logic "Unifies" AI Paradigms [Pedro Domingos]) Mild Shock <janburse@fastmail.fm> - 2025-12-10 14:55 +0100
      Where did the Neuron in Turing Machine come from? (Re: From Turing-Test to Birch++-Test [Professor Yang-Hui He]) Mild Shock <janburse@fastmail.fm> - 2025-12-10 15:02 +0100
      Re: From Turing-Test to Birch++-Test [Professor Yang-Hui He] (Re: Tensor Logic "Unifies" AI Paradigms [Pedro Domingos]) Maciej Woźniak <mlwozniak@wp.pl> - 2025-12-10 15:06 +0100
        Famous Maciej Woźniak one liners (Was: From Turing-Test to Birch++-Test [Professor Yang-Hui He]) Mild Shock <janburse@fastmail.fm> - 2025-12-10 15:16 +0100
          Re: Famous Maciej Woźniak one liners (Was: From Turing-Test to Birch++-Test [Professor Yang-Hui He]) Maciej Woźniak <mlwozniak@wp.pl> - 2025-12-10 15:45 +0100

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