Unraveling the Mechanics of Learning-Based Demonstration Selection for
In-Context Learning

Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning

14 June 2024

Hao Sun

Chris Xing Tian

Papers citing "Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning"

10 / 10 papers shown

Title
Disentangling Instruction Influence in Diffusion Transformers for Parallel Multi-Instruction-Guided Image Editing Hui Liu Bin Zou Suiyun Zhang Kecheng Chen Rui Liu Haoliang Li DiffM 64 0 0 07 Apr 2025
Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning Dong Shu Mengnan Du 35 0 0 30 Oct 2024
Focused Large Language Models are Stable Many-Shot Learners Peiwen Yuan Shaoxiong Feng Yiwei Li Xinglin Wang Y. Zhang Chuyi Tan Boyuan Pan Heda Wang Yao Hu Kan Li 56 5 0 26 Aug 2024
Retrieved In-Context Principles from Previous Mistakes Hao-Lun Sun Yong-jia Jiang Bo Wang Yingyan Hou Yan Zhang Pengjun Xie Fei Huang 48 1 0 08 Jul 2024
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
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 274 1,114 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Task-Oriented Dialogue as Dataflow Synthesis Semantic Machines Jacob Andreas J. Bufe David Burkett Charles C. Chen ... Izabela Witoszko Jason Wolfe A. Wray Yuchen Zhang Alexander Zotov AIFin 180 151 0 24 Sep 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018