fly51fly (@fly51fly)

문맥 구조(context structure)가 언어모델의 표현 공간(representational geometry)을 재구성(reshapes)한다는 내용의 연구가 Google DeepMind 연구진에 의해 arXiv에 공개되었습니다. 문맥 정보의 구조적 특성이 모델 내부 표현과 거리/기하 구조에 미치는 영향을 분석하며, 표현학습과 프롬프트·컨텍스트 설계에 대한 이론적·실험적 통찰을 제공합니다.

https://x.com/fly51fly/status/2018440113152544940

#representations #languagemodels #contextstructure #deepmind

fly51fly (@fly51fly)

2026년 Google DeepMind 연구진(A K Lampinen, Y Li, E Hosseini, S Bhardwaj 등)의 arXiv 논문은 대화 진행 중 언어모델의 선형 표현(linear representations)이 대화 맥락에 따라 극적으로 변화할 수 있음을 보여줍니다. 표현의 불안정성이 모델 해석, 디버깅, 지속적 문맥 처리에 주는 영향을 분석합니다.

https://x.com/fly51fly/status/2016986433513500782

#representations #languagemodels #conversation #research

Tower Insurance fined $7m for misleading multi policy discount claims

According to the FMA, Tower has carried out remediation and repaid over $11.7m to customers. The fine comes…
#NewsBeep #News #Headlines #11m #7m #auckland #been #claims #court #customers #discount #fine #fined #for #high #insurance #million #misleading #more #multi #NewZealand #NZ #ordered #overcharges #Policy #representations #resulted #than #that #tower
https://www.newsbeep.com/298801/

#Ultra-processed #foods are of #poor #nutritional #quality in #French #consumers' #representations; a categorization study of images of #foodproducts without #information - ScienceDirect: https://www.sciencedirect.com/science/article/pii/S0950329325001843?dgcid=rss_sd_all

[published in 2024]

"The (s)elective Mountain. Spatial proximity and social distance around refuges"

Are there social #inequalities regarding access to the ‘nearby #mountain’ - that is, mountain for day #hikes or hikes lasting a few days with overnight stays in tents or refuges? Are they so strong that the hikers who meet on mountain paths and in and around mountain refuges share homogenous social profiles? Or does the ‘nearby mountain’ bring together people from different social backgrounds, with potentially antagonistic approaches and #representations of the mountains? And what happens then?

#Alps #MountainHuts #Valmasque #Mercantour #Pyrenees #Bassiès

[publié en 2024]
"La #montagne (s)élective. Proximité spatiale et distance sociale autour des #refuges"

> Y a-t-il des #inégalités sociales d’accès à la «montagne proche», celle des randonnées à la journée ou de quelques jours avec nuitées en tente ou en refuge ? Amène-t-elle à se côtoyer des personnes de milieux sociaux différents, aux approches et aux #représentations de la montagne potentiellement antagoniques?

https://journals.openedition.org/rga/13674

#sociologie #Alpes #Pyrénées #Valmasque #Mercantour #Bassiès

"What do librarians look like? Stereotyping of a profession by generative Ai" https://doi.org/10.1177/09610006251357286
#librarians #visual #representations #ChatGP

"Je me sens beaucoup plus en sécurité paradoxalement dans le 18e [NB : qu’à Courbevoie], même y’a de quoi avoir peur parfois (rires). Parce que là-bas, c’est tellement mort, les gens s’en foutent, ils sont indifférents, le jour où il t’arrive un truc personne ne va venir te porter secours, parce que les gens ne veulent pas se mêler de ce qui ne les regarde pas (Zineb, 33 ans, architecte, Marx Dormoy)."

"Pourquoi les femmes des classes moyennes déclarent-elles se sentir plus en sécurité dans les quartiers mélangés de la capitale que dans ses beaux quartiers ?" ; par Clément Rivière : https://metropolitiques.eu/Ce-que-les-gentrifieuses-disent-des-quartiers-riches.html

#anxiété #insécurité #sociabilité #représentations #gentrification #croyances #ville #Paris #sociologie #quartiers #Passy #espacePublic #genre #LaChapelle #bourgeoisie #violenceDeRue #rue

“The illustrations seem to have obviated the need for a court painter: now #Trump has dozens if not hundreds of people to conjure flattering #representations of him on #socialmedia.” www.newyorker.com/culture/crit...

Trump Is the Emperor of A.I. S...

Deciphering language processing in the human brain through LLM representations

https://research.google/blog/deciphering-language-processing-in-the-human-brain-through-llm-representations/

#HackerNews #Deciphering #language #processing #in #the #human #brain #through #LLM #representations #LLMs #Neuroscience #LanguageProcessing #AIResearch

One day, one decomposition
A198773: Numbers having exactly two representations by the quadratic form x^2+xy+y^2 with 0<=x<=y

3D graph, threejs - webGL ➡️ https://decompwlj.com/3Dgraph/A198773.html
2D graph, first 500 terms ➡️ https://decompwlj.com/2Dgraph500terms/A198773.html

#decompwlj #math #mathematics #sequence #OEIS #javascript #php #3D #numbers #representations #quadratic #form #graph #threejs #webGL

"[O]fficial silence is another form of appropriation. It prevents public witnessing. It forges a secret history, an act of political resistance through keeping alive the memory of things denied.

The totalitarian state rules by collective forgetting, by denying the collective experience of suffering, and thus creates a culture of terror."

Arthur Kleinman and Joan Kleinman, “The Appeal of Experience; The Dismay of Images" (1998): 17.

#suffering #representations #forgetting #witnessing #trauma

#CfP for the #conference "The Multiple #Representations of the Irish and Spanish Mother in Contemporary #Literature", which will take place at University of Almería (Spain) from May 7-9, 2025.

🗓️Deadline for abstracts: January 15, 2025

📌Further information:
https://www.avldigital.de/de/vernetzen/details/callforpapers/the-multiple-representations-of-the-irish-and-spanish-mother-in-contemporary-literature/ #fidavlnews @litstudies @germanistik @italianstudies

'Desiderata for Representation Learning: A Causal Perspective', by Yixin Wang, Michael I. Jordan.

http://jmlr.org/papers/v25/21-107.html

#representationlearning #representations #representation

#CfP for the panel "Powers of the Inhuman: #Representations of the Working Class in the New International Division of Humanity" at the next #ACLAorg Annual Meeting, which will take place virtually from May 29 to June 1, 2025.

🗓️Deadline abstracts: October 14, 2024

📌More Information:
https://www.avldigital.de/de/vernetzen/details/callforpapers/powers-of-the-inhuman-representations-of-the-working-class-in-the-new-international-division-of-hum/ #fidavlnews @litstudies @germanistik @italianstudies

✨[magisAR9] [#CarteBlanche] webinaire #17 #CartoGeoViz
Gdr CNRS Magis

➡️ #Magrit version 2 by @mthv Mathieu Viry (IR, CNRS/RIATE)
magrit.cnrs.fr

#cartographie_statistique #cartographie_thematique #representations #methodes #logiciel

🎥 24 septembre 2024 : 12h30-13h30

🔗 accéder : https://magisar9.github.io/webinaires/cartogeoviz17-viry.html

How the #FarRight Uses #Educational #Takeover to #Impose Its #Agenda.

The Ongoing #Fight Against #Creeping #Fascism in #American #Schools. To understand the power that fascism can wield in the realm of #education, it is first necessary to understand some of its #representations and #practices.

#Women #Transgender #LGBTQ #LGBTQIA #Education #Conservatives #Extremism #Fascism #Religion #Hategroups #RepublicanParty #ThePartyOfHate #EmptyThePews

https://lithub.com/how-the-far-right-uses-educational-takeover-to-impose-its-agenda/