fly51fly (@fly51fly)

Are Your Reasoning Models Reasoning or Guessing? 논문이 arXiv에 공개되었습니다. Z. Ren, Z. Liu(Shanghai Qi Zhi Institute) 공동 저자들이 계층적(hierarchical) 추론 모델을 기계적(mechanistic) 분석을 통해 '실제 추론 수행 여부'와 '추측에 따른 행동'을 진단하고 모델 행동 해석과 한계 지점을 제시합니다.

https://x.com/fly51fly/status/2012281348820713785

#reasoning #mechanistic #hierarchical #arxiv

fly51fly (@fly51fly) on X

[LG] Are Your Reasoning Models Reasoning or Guessing? A Mechanistic Analysis of Hierarchical Reasoning Models Z Ren, Z Liu [Shanghai Qi Zhi Institute] (2026) https://t.co/Jcj4kQY2ZX

X (formerly Twitter)
“OpenAI’s work is part of a hot new field of research known as #mechanistic #interpretability, which is trying to map the internal mechanisms that #models use when they carry out different tasks.” www.technologyreview.com/2025/11/13/1... #OpenAI #LLMs

OpenAI’s new LLM exposes the s...
OpenAI’s new LLM exposes the secrets of how AI really works

The experimental model won't compete with the biggest and best, but it could tell us why they behave in weird ways—and how trustworthy they really are.

MIT Technology Review

The old and the new #mechanism - part 2
- Explanation attempts for the understanding of the #reductionistic and #positivistic world view -

In this 2nd part of the article, in my opinion, the #complexity of #biological #systems is taken into account and in this respect the #mereological #fallacy in the old #mechanistic #world #view, that the whole is always more than the sum of its parts, is referred to as a #construction #error in #reductionism.

More at: https://philosophies.de/index.php/2022/01/07/der-alte-und-der-neue-mechanismus-2/

Der alte und der neue Mechanismus - Teil 2 - philosophies

Ein Gastbeitrag von Herrn Dr. Gregorio Demarchi zu "Der alte und der neue Mechanismus" bezüglich des Reduktionismus und Neo-Positivismus

philosophies - Philosophieblog & Wissenschaftsblog

The old and the new #mechanism - explanatory attempts to understand #Descartes' #mechanistic #worldview

- Part 1

The article published on my site was kindly provided by Dr. Gregorio Demarchi from the Institute of #Philosophy of the Friedrich Schiller University of Jena for publication on my site.

More on: https://philosophies.de/index.php/2021/12/13/der-alte-und-der-neue-mechanismus-1/

Der alte und der neue Mechanismus - Teil 1 - philosophies

Ein Gastbeitrag von Herrn Dr. Gregorio Demarchi zu "Der alte und der neue Mechanismus" in Descartes' reduktionistischen Weltbild

philosophies - Philosophieblog & Wissenschaftsblog

"the #scientific method can be enriched by using large #databases but not replaced by it. If #ecology aims to be a predictive science, we should focus more on a #mechanistic understanding than on describing correlations with vast amounts of #data"

The need for mechanistic explanations ...
https://nph.onlinelibrary.wiley.com/doi/10.1111/nph.19751 @newphyt

#Science #ScienceMastodon @ecology @plants @botany @wildfirescience @plantscience @nature @biodiversity @conservation @climate @evolution @complexsystems @ecologies

The old and the new mechanism - explanatory attempts to understand #Descartes' #mechanistic #worldview

- Part 1

The article published on my site was kindly provided by Dr. Gregorio Demarchi from the Institute of Philosophy of the Friedrich Schiller University of Jena for publication on my site.

More on: https://philosophies.de/index.php/2021/12/13/der-alte-und-der-neue-mechanismus-1/

Der alte und der neue Mechanismus - Teil 1 - philosophies

Ein Gastbeitrag von Herrn Dr. Gregorio Demarchi zu "Der alte und der neue Mechanismus" in Descartes' reduktionistischen Weltbild

philosophies - Philosophieblog & Wissenschaftsblog

The old and the new mechanism - explanatory attempts to understand #Descartes' #mechanistic #worldview
- Part 1
The article published on my site was kindly provided by Dr. Gregorio Demarchi from the Institute of Philosophy of the Friedrich Schiller University of Jena for publication on my site.

The contact to the author and the possibility to publish both parts of the article "The old and the new mechanism" was made possible for me by the very friendly and helpful support of Andrin Kohler (head of the German section) of the Swiss site philosophie.ch, which is very well known internationally in terms of philosophy. I was very happy about the "joint-venture" of both sites.

More on: https://philosophies.de/index.php/2021/12/13/der-alte-und-der-neue-mechanismus-1/

Der alte und der neue Mechanismus - Teil 1 - philosophies

Ein Gastbeitrag von Herrn Dr. Gregorio Demarchi zu "Der alte und der neue Mechanismus" in Descartes' reduktionistischen Weltbild

philosophies - Philosophieblog & Wissenschaftsblog
Theoretical models that can predict empirical data! #RadicalCommunityEcology
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RT @Eco_Godoy
Because asymmetry in species interaction is the rule! it is possible to obtain a #mechanistic understanding and #predictive ability of species #persistence. Amazing work led by Alfonso Allen-Perkins https://www.biorxiv.org/content/10.1101/2023.01.25.525558v1
https://twitter.com/Eco_Godoy/status/1619765658669187072

@tferebee
I'm especially interested in your explorations of #representation and #mechanistic modeling.

Cornell is a terrific place to learn. I found it very hard to leave...

Since it’s the new year, I figure an #introduction is in order. My name is Taylor, and I’m entering my final year as a #CompBio PhD candidate at Cornell.
My research is primarily focused on using #ML to understand #regulation of gene expression in grasses. I am particularly interested in #representation and #mechanistic modeling.
My other interests include science in the media, supporting Black scientists, and trivia podcasts.
I hope to have some great discussions on here!