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From Directions to Cones: Exploring Multidimensional Representations of Propositional Facts in LLMs

From Directions to Cones: Exploring Multidimensional Representations of Propositional Facts in LLMs

27 May 2025
Stanley Yu
Vaidehi Bulusu
Oscar Yasunaga
Clayton Lau
Cole Blondin
Sean O'Brien
Kevin Zhu
Vasu Sharma
ArXiv (abs)PDFHTML

Papers citing "From Directions to Cones: Exploring Multidimensional Representations of Propositional Facts in LLMs"

5 / 5 papers shown
Title
Linear Representations of Political Perspective Emerge in Large Language Models
Linear Representations of Political Perspective Emerge in Large Language Models
Junsol Kim
James Evans
Aaron Schein
149
7
0
03 Mar 2025
The Geometry of Refusal in Large Language Models: Concept Cones and Representational Independence
The Geometry of Refusal in Large Language Models: Concept Cones and Representational Independence
Tom Wollschlager
Jannes Elstner
Simon Geisler
Vincent Cohen-Addad
Stephan Günnemann
Johannes Gasteiger
LLMSV
118
7
0
24 Feb 2025
Refusal Behavior in Large Language Models: A Nonlinear Perspective
Refusal Behavior in Large Language Models: A Nonlinear Perspective
Fabian Hildebrandt
Andreas K. Maier
Patrick Krauss
A. Schilling
65
4
0
14 Jan 2025
Do LLMs "know" internally when they follow instructions?
Do LLMs "know" internally when they follow instructions?
Juyeon Heo
Christina Heinze-Deml
Oussama Elachqar
Shirley Ren
Udhay Nallasamy
Andy Miller
Kwan Ho Ryan Chan
Jaya Narain
154
10
0
18 Oct 2024
From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning
From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning
Wei Chen
Zhen Huang
Liang Xie
Binbin Lin
Houqiang Li
...
Deng Cai
Yonggang Zhang
Wenxiao Wang
Xu Shen
Jieping Ye
150
10
0
03 Sep 2024
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