What In-Context Learning "Learns" In-Context: Disentangling Task Recognition and Task Learning

16 May 2023

Papers citing "What In-Context Learning "Learns" In-Context: Disentangling Task Recognition and Task Learning"

20 / 20 papers shown

Title
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 33 0 1 07 May 2025
ICL CIPHERS: Quantifying "Learning'' in In-Context Learning via Substitution Ciphers Zhouxiang Fang Aayush Mishra Muhan Gao Anqi Liu Daniel Khashabi 44 0 0 28 Apr 2025
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization Huiyi Chen Jiawei Peng Kaihua Tang Xin Geng Xu Yang 22 0 0 19 Apr 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 44 0 0 05 Mar 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 66 38 0 31 Dec 2024
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 78 4 0 31 Dec 2024
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 32 16 0 21 Oct 2024
State-space models can learn in-context by gradient descent Neeraj Mohan Sushma Yudou Tian Harshvardhan Mestha Nicolo Colombo David Kappel Anand Subramoney 35 3 0 15 Oct 2024
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent Bo Chen Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao-quan Song 83 19 0 15 Oct 2024
Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information Yongheng Zhang Qiguang Chen Jingxuan Zhou Peng Wang Jiasheng Si Jin Wang Wenpeng Lu Libo Qin LRM 44 3 0 06 Oct 2024
How to Train Long-Context Language Models (Effectively) Tianyu Gao Alexander Wettig Howard Yen Danqi Chen RALM 69 37 0 03 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly Howard Yen Tianyu Gao Minmin Hou Ke Ding Daniel Fleischer Peter Izsak Moshe Wasserblat Danqi Chen ALM ELM 56 25 0 03 Oct 2024
Breaking Agents: Compromising Autonomous LLM Agents Through Malfunction Amplification Boyang Zhang Yicong Tan Yun Shen Ahmed Salem Michael Backes Savvas Zannettou Yang Zhang LLMAG AAML 40 12 0 30 Jul 2024
In-Context Learning with Long-Context Models: An In-Depth Exploration Amanda Bertsch Maor Ivgi Uri Alon Jonathan Berant Matthew R. Gormley Matthew R. Gormley Graham Neubig ReLM AIMat 81 65 0 30 Apr 2024
Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Benjue Weng LM&MA 30 7 0 13 Apr 2024
NoisyICL: A Little Noise in Model Parameters Calibrates In-context Learning Yufeng Zhao Yoshihiro Sakai Naoya Inoue 18 3 0 08 Feb 2024
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 24 27 0 15 Nov 2023
In-Context Learning Learns Label Relationships but Is Not Conventional Learning Jannik Kossen Y. Gal Tom Rainforth 30 27 0 23 Jul 2023
Large Language Models as General Pattern Machines Suvir Mirchandani F. Xia Peter R. Florence Brian Ichter Danny Driess Montse Gonzalez Arenas Kanishka Rao Dorsa Sadigh Andy Zeng LLMAG 39 183 0 10 Jul 2023
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 240 453 0 24 Sep 2022