Skill-Based Few-Shot Selection for In-Context Learning

Skill-Based Few-Shot Selection for In-Context Learning

23 May 2023

Papers citing "Skill-Based Few-Shot Selection for In-Context Learning"

17 / 17 papers shown

Title
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 61 12 0 08 Jan 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 64 38 0 31 Dec 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 23 1 0 03 Oct 2024
Natural Language Outlines for Code: Literate Programming in the LLM Era Kensen Shi Deniz Altınbüken Saswat Anand Mihai Christodorescu Katja Grünwedel ... Tobias Welp Pengcheng Yin Manzil Zaheer Satish Chandra Charles Sutton 41 6 0 09 Aug 2024
PURPLE: Making a Large Language Model a Better SQL Writer Tonghui Ren Yuankai Fan Zhenying He Ren Huang Jiaqi Dai Can Huang Yinan Jing Kai Zhang Yifan Yang Xiaoyang Sean Wang 21 21 0 29 Mar 2024
SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models Shicheng Liu Jialiang Xu Wesley Tjangnaka Sina J. Semnani Chen Jie Yu Monica S. Lam 19 4 0 16 Nov 2023
A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability Aiwei Liu Xuming Hu Lijie Wen Philip S. Yu LMTD AI4MH 71 143 0 12 Mar 2023
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 165 320 0 06 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 109 195 0 06 Oct 2022
On the Relation between Sensitivity and Accuracy in In-context Learning Yanda Chen Chen Zhao Zhou Yu Kathleen McKeown He He 180 77 0 16 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 204 412 0 24 Jan 2022
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 146 373 0 10 Sep 2021
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
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 290 196 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