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Activation Steering in Neural Theorem Provers

21 February 2025

Papers citing "Activation Steering in Neural Theorem Provers"

35 / 35 papers shown

Title
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 120 28 0 15 Oct 2024
Lean-STaR: Learning to Interleave Thinking and Proving Haohan Lin Zhiqing Sun Yiming Yang Sean Welleck ReLM LRM 133 29 0 14 Jul 2024
Multi-property Steering of Large Language Models with Dynamic Activation Composition Daniel Scalena Gabriele Sarti Malvina Nissim KELM LLMSV AI4CE 70 15 0 25 Jun 2024
Refusal in Language Models Is Mediated by a Single Direction Andy Arditi Oscar Obeso Aaquib Syed Daniel Paleka Nina Panickssery Wes Gurnee Neel Nanda 121 213 0 17 Jun 2024
Proving Theorems Recursively Haiming Wang Huajian Xin Zhengying Liu Wenda Li Yinya Huang ... Zhicheng YANG Jing Tang Jian Yin Zhenguo Li Xiaodan Liang LRM 75 16 0 23 May 2024
Extending Activation Steering to Broad Skills and Multiple Behaviours Teun van der Weij Massimo Poesio Nandi Schoots LLMSV 73 18 0 09 Mar 2024
InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning Huaiyuan Ying Shuo Zhang Linyang Li Zhejian Zhou Yunfan Shao ... Hang Yan Xipeng Qiu Jiayu Wang Kai-xiang Chen Dahua Lin ReLM LRM 58 82 0 09 Feb 2024
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models Alexandre Variengien Eric Winsor LRM ReLM 144 12 0 13 Dec 2023
Steering Llama 2 via Contrastive Activation Addition Nina Rimsky Nick Gabrieli Julian Schulz Meg Tong Evan Hubinger Alexander Matt Turner LLMSV 57 220 0 09 Dec 2023
The Linear Representation Hypothesis and the Geometry of Large Language Models Kiho Park Yo Joong Choe Victor Veitch LLMSV MILM 123 186 0 07 Nov 2023
Probing Explicit and Implicit Gender Bias through LLM Conditional Text Generation Xiangjue Dong Yibo Wang Philip S. Yu James Caverlee 73 29 0 01 Nov 2023
LLMSTEP: LLM proofstep suggestions in Lean Sean Welleck Rahul Saha 34 28 0 27 Oct 2023
In-Context Learning Creates Task Vectors Roee Hendel Mor Geva Amir Globerson 101 165 0 24 Oct 2023
Function Vectors in Large Language Models Eric Todd Millicent Li Arnab Sen Sharma Aaron Mueller Byron C. Wallace David Bau 55 116 0 23 Oct 2023
Llemma: An Open Language Model For Mathematics Zhangir Azerbayev Hailey Schoelkopf Keiran Paster Marco Dos Santos Stephen Marcus McAleer Albert Q. Jiang Jia Deng Stella Biderman Sean Welleck CLL 86 300 0 16 Oct 2023
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models Huaixiu Steven Zheng Swaroop Mishra Xinyun Chen Heng-Tze Cheng Ed H. Chi Quoc V. Le Denny Zhou RALM LRM 62 121 0 09 Oct 2023
An In-Context Learning Agent for Formal Theorem-Proving Amitayush Thakur George Tsoukalas Yeming Wen Jimmy Xin Swarat Chaudhuri LLMAG 60 32 0 06 Oct 2023
The Hydra Effect: Emergent Self-repair in Language Model Computations Tom McGrath Matthew Rahtz János Kramár Vladimir Mikulik Shane Legg MILM LRM 52 73 0 28 Jul 2023
Large Language Models Michael R Douglas LLMAG LM&MA 138 637 0 11 Jul 2023
LeanDojo: Theorem Proving with Retrieval-Augmented Language Models Kaiyu Yang Aidan M. Swope Alex Gu Rahul Chalamala Peiyang Song Shixing Yu Saad Godil R. Prenger Anima Anandkumar RALM 88 239 0 27 Jun 2023
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model Kenneth Li Oam Patel Fernanda Viégas Hanspeter Pfister Martin Wattenberg KELM HILM 90 579 0 06 Jun 2023
Baldur: Whole-Proof Generation and Repair with Large Language Models E. First M. Rabe Talia Ringer Yuriy Brun 115 103 0 08 Mar 2023
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 189 496 0 08 Dec 2022
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 140 383 0 07 Dec 2022
NaturalProver: Grounded Mathematical Proof Generation with Language Models Sean Welleck Jiacheng Liu Ximing Lu Hannaneh Hajishirzi Yejin Choi AIMat LRM 73 73 0 25 May 2022
Thor: Wielding Hammers to Integrate Language Models and Automated Theorem Provers Albert Q. Jiang Wenda Li Szymon Tworkowski K. Czechowski Tomasz Odrzygó'zd'z Piotr Milo's Yuhuai Wu M. Jamnik AIMat LRM 85 102 0 22 May 2022
Extracting Latent Steering Vectors from Pretrained Language Models Nishant Subramani Nivedita Suresh Matthew E. Peters LLMSV 78 98 0 10 May 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 248 1,357 0 10 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 820 9,576 0 28 Jan 2022
MiniF2F: a cross-system benchmark for formal Olympiad-level mathematics Kunhao Zheng Jesse Michael Han Stanislas Polu AIMat 99 176 0 31 Aug 2021
Plug and Play Language Models: A Simple Approach to Controlled Text Generation Sumanth Dathathri Andrea Madotto Janice Lan Jane Hung Eric Frank Piero Molino J. Yosinski Rosanne Liu KELM 147 976 0 04 Dec 2019
Graph Representations for Higher-Order Logic and Theorem Proving Aditya Sanjay Paliwal Sarah M. Loos M. Rabe Kshitij Bansal Christian Szegedy AI4CE NoLa 172 98 0 24 May 2019
Learning to Prove Theorems via Interacting with Proof Assistants Kaiyu Yang Jia Deng AIMat LRM 110 146 0 21 May 2019
GamePad: A Learning Environment for Theorem Proving Daniel Huang Prafulla Dhariwal Basel Alomair Ilya Sutskever 96 110 0 02 Jun 2018
Holophrasm: a neural Automated Theorem Prover for higher-order logic Daniel Whalen AIMat 76 50 0 08 Aug 2016