Identifying Semantic Induction Heads to Understand In-Context Learning

Identifying Semantic Induction Heads to Understand In-Context Learning

20 February 2024

Qipeng Guo

Xipeng Qiu

Dahua Lin

Papers citing "Identifying Semantic Induction Heads to Understand In-Context Learning"

12 / 12 papers shown

Title
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint Qianli Ma Dongrui Liu Qian Chen Linfeng Zhang Jing Shao MoMe 130 0 0 24 Feb 2025
Making Them a Malicious Database: Exploiting Query Code to Jailbreak Aligned Large Language Models Qingsong Zou Jingyu Xiao Qing Li Zhi Yan Y. Wang Li Xu Wenxuan Wang Kuofeng Gao Ruoyu Li Yong-jia Jiang AAML 165 0 0 21 Feb 2025
SEER: Self-Explainability Enhancement of Large Language Models' Representations Guanxu Chen Dongrui Liu Tao Luo Jing Shao LRM MILM 65 1 0 07 Feb 2025
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 77 19 0 02 Jul 2024
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 189 261 0 28 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 280 3,000 0 22 Mar 2023
Quantifying Context Mixing in Transformers Hosein Mohebbi Willem H. Zuidema Grzegorz Chrupała A. Alishahi 164 24 0 30 Jan 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 494 0 01 Nov 2022
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 247 458 0 24 Sep 2022
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 272 1,812 0 14 Dec 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,460 0 23 Jan 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 410 2,584 0 03 Sep 2019