Showing posts with label universal. Show all posts
Showing posts with label universal. Show all posts

Sunday, March 30, 2025

On Language the Universal Autoencoder

 
  
The 'Arrow of Time' effect: LLMs are better at predicting what comes next than what came before
Sep 2024, phys.org

Their performance at predicting the previous word is always a few percent worse than at predicting the next word. This phenomenon is universal across languages, and can be observed with any large language model."

"In theory, there should be no difference between the forward and backward directions, but LLMs appear to be somehow sensitive to the time direction in which they process text. Interestingly, this is related to a deep property of the structure of language that could only be discovered with the emergence of large language models in the last five years."

via EPFL Ecole Polytechnique Federale de Lausanne: Vassilis Papadopoulos et al, Arrows of Time for Large Language Models, arXiv (2024). DOI: 10.48550/arxiv.2401.17505



Ouch! Study investigates pain vocalizations and interjections across 131 languages
Nov 2024, phys.org

Each of the three emotions yielded consistent and distinct vowel signatures across cultures. Pain interjections also featured similar open vowels, such as "a," and wide falling diphthongs, such as "ai" in "Ayyy!" and "aw" in "Ouch!"

However, for disgusted and joyful emotions, in contrast to vocalizations, the interjections lacked regularities across cultures. The researchers expressed surprise at this latter finding.

Is this because disgust is cultural, or at least not entirely physical, and heavily mediated by culture, as compared to actual pain? This is commonly understood in the realm of olfactory perception, where some people think the smell of revolting, rotten fish is delicious (they're Norwegian). Or the smell of vomit (they're Italian, Parmesan to be specific), or the smell of the inside of the skin folds of a homeless person who hasn't been able to bathe in months (they're called New Yorkers, and they kind of long for the smell of the subway, which contains these volatiles). In fact, anything that's fermented is so close to rotten food, that unless you've been culturally conditioned to like it, you won't, at least not at first. Cilantro, I'm looking at you too. 

via CNRS et Université Lumière Lyon, School of Social Sciences at University of Western Australia, and Institute of Psychology at University of Wrocław: Vowel signatures in emotional interjections and nonlinguistic vocalizations expressing pain, disgust and joy across languages, Journal of the Acoustical Society of America (2024). DOI: 10.1121/10.0032454


Words activate hidden brain processes shaping emotions, decisions and behavior
Jan 2025, phys.org

Words have meaning, but they also have emotional meaning:

"There's no single brain region handling this activity, and it's not as simple as one chemical representing one emotion."

(These studies were done thanks to the participation of patients being treated for epilepsy.)

The researchers discovered emotionally charged words - whether positive, negative, or neutral - modulate neurotransmitter release. By measuring the sub-second dynamics of the releases, they identified distinct patterns tied to emotional tone, anatomical regions, and which hemisphere of the brain was involved.

"The surprising result came from the thalamus. This region hasn't been thought to have a role in processing language or emotional content, yet we saw neurotransmitter changes in response to emotional words. This suggests that even brain regions not typically associated with emotional or linguistic processing might still be privy to that information. For instance, parts of the brain responsible for mobilizing movement might benefit from having access to emotionally significant information to guide behavior."

Note: The words used in the study were drawn from the Affective Norms for English Words (ANEW) database, which rates words by positive, negative, or neutral emotional valence.

via Virginia Tech School of Neuroscience and Fralin Biomedical Research Institute: Seth R. Batten et al, Emotional words evoke region- and valence-specific patterns of concurrent neuromodulator release in human thalamus and cortex, Cell Reports (2025). DOI: 10.1016/j.celrep.2024.115162

Tuesday, November 1, 2022

Fractals in the News


It's fractals all the way down -- if you've been waiting for fractals to have their moment, that time is coming. It took the advent of computers for us to discover fractals in the first place, but then it was used for video game graphics and psychedelic art, and that's it for about 40 years. Now we're using the Large Hadron Collider, the most advanced piece of scientific equipment created, to discover that fractals are not only found in all living things, but in the furthest depths of physics - the Bose Einstein Condensate (BECs are an integral part of quantum computing, metamaterials and intelligent matter, and will be a key technology in the future). 


Study proposes mathematical tool to help understand fractal structure of quark-gluon plasma
Jun 2022, phys.org

When hadrons are accelerated to relativistic velocities and made to collide with each other their confinement is interrupted and the quarks and gluons scatter, forming a plasma that lasts only a tiny fraction of a second, but observation of it has produced important discoveries about the nature of material reality.

Quark-gluon plasma has a fractal structure. When it disintegrates into a stream of particles propagating in various directions, the behavior of the particles in the jets is similar to that of the quarks and gluons in the plasma. Moreover, it decays in a cascade of reactions with a pattern of self-similarity over many scales that is typical of fractals.

"Fractal theory explains BEC formation"

Deppman questions whether fractal structures could also be present in electromagnetism. This would explain why so many natural phenomena, from lightning to snowflakes, have fractal structures, as they are all governed by electromagnetic forces. It might also explain why Tsallis statistics are present in so many phenomena. "Tsallis statistics have been used to describe scale transformation invariance, a key ingredient of fractals," he said.

via Large Hadron Collider by the European Organization for Nuclear Research-research: E. Megías et al, Nonlinear Klein–Gordon equation and the Bose–Einstein condensation, The European Physical Journal Plus (2022). DOI: 10.1140/epjp/s13360-022-02511-2

Post Script:
Creating an ultrafast optoelectronic switch using a Bose-Einstein condensate of polaritons
Sep 2022, phys.org

Terahertz polariton switch.

via Universities in Shanghai, Xiamen, Shandong, Nanjing, Shanxi and NYU: Fei Chen et al, Optically Controlled Femtosecond Polariton Switch at Room Temperature, Physical Review Letters (2022). DOI: 10.1103/PhysRevLett.129.057402