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/

[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

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