v1v2 (latest)

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

23 May 2023

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

35 / 35 papers shown

Title
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Xinzhe Ni Zicheng Lin ... Yiyao Yu C. Shi Ruihang Chu Jin Zeng Yujiu Yang LRM 137 24 0 08 Jan 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 147 50 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 115 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 96 6 0 09 Aug 2024
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 78 54 0 08 May 2023
Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs Jinyang Li Binyuan Hui Ge Qu Jiaxi Yang Binhua Li ... Guoliang Li Kevin C. C. Chang Fei Huang Reynold Cheng Yongbin Li LMTD 104 418 0 04 May 2023
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering Zhiyong Wu Yaoxiang Wang Jiacheng Ye Lingpeng Kong 78 135 0 20 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 85 143 0 13 Dec 2022
Active Example Selection for In-Context Learning Yiming Zhang Shi Feng Chenhao Tan SILM LRM 98 202 0 08 Nov 2022
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 238 368 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 209 212 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 227 80 0 16 Sep 2022
CodeT: Code Generation with Generated Tests Bei Chen Fengji Zhang A. Nguyen Daoguang Zan Zeqi Lin Jian-Guang Lou Weizhu Chen 91 339 0 21 Jul 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 279 2,480 0 15 Jun 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 103 363 0 19 May 2022
RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL Jiexing Qi Jingyao Tang Ziwei He Xiangpeng Wan Yu-Jie Cheng Chenghu Zhou Xinbing Wang Quanshi Zhang Zhouhan Lin LMTD 63 112 0 14 May 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 498 6,240 0 05 Apr 2022
Training Compute-Optimal Large Language Models Jordan Hoffmann Sebastian Borgeaud A. Mensch Elena Buchatskaya Trevor Cai ... Karen Simonyan Erich Elsen Jack W. Rae Oriol Vinyals Laurent Sifre AI4TS 206 1,949 0 29 Mar 2022
In-Context Learning for Few-Shot Dialogue State Tracking Yushi Hu Chia-Hsuan Lee Tianbao Xie Tao Yu Noah A. Smith Mari Ostendorf BDL 86 61 0 16 Mar 2022
Evaluating the Text-to-SQL Capabilities of Large Language Models Nitarshan Rajkumar Raymond Li Dzmitry Bahdanau LMTD ELM 88 106 0 15 Mar 2022
Competition-Level Code Generation with AlphaCode Yujia Li David Choi Junyoung Chung Nate Kushman Julian Schrittwieser ... Esme Sutherland Robson Pushmeet Kohli Nando de Koray Kavukcuoglu Oriol Vinyals 141 1,403 0 08 Feb 2022
Synchromesh: Reliable code generation from pre-trained language models Gabriel Poesia Oleksandr Polozov Vu Le A. Tiwari Gustavo Soares Christopher Meek Sumit Gulwani 64 161 0 26 Jan 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 370 440 0 24 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 84 702 0 16 Dec 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 206 388 0 10 Sep 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 231 5,539 0 07 Jul 2021
KaggleDBQA: Realistic Evaluation of Text-to-SQL Parsers Chia-Hsuan Lee Oleksandr Polozov Matthew Richardson LMTD RALM 62 91 0 22 Jun 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 375 205 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 385 1,379 0 17 Jan 2021
COGS: A Compositional Generalization Challenge Based on Semantic Interpretation Najoung Kim Tal Linzen CoGe 48 280 0 12 Oct 2020
Grounded Adaptation for Zero-shot Executable Semantic Parsing Victor Zhong M. Lewis Sida I. Wang Luke Zettlemoyer 84 100 0 16 Sep 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation Jiaqi Guo Zecheng Zhan Yan Gao Yan Xiao Jian-Guang Lou Ting Liu Dongmei Zhang 56 383 0 20 May 2019
Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task Tao Yu Rui Zhang Kai-Chou Yang Michihiro Yasunaga Dongxu Wang ... Irene Li Qingning Yao Shanelle Roman Zilin Zhang Dragomir R. Radev RALM 95 1,233 0 24 Sep 2018
Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars Luke S. Zettlemoyer M. Collins 121 973 0 04 Jul 2012