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Finding Support Examples for In-Context Learning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
27 February 2023
Xiaonan Li
Xipeng Qiu
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Papers citing
"Finding Support Examples for In-Context Learning"
50 / 80 papers shown
Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance
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Ivan Srba
Maria Bielikova
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26 Jan 2026
CG-TTRL: Context-Guided Test-Time Reinforcement Learning for On-Device Large Language Models
Peyman Hosseini
Ondrej Bohdal
Taha Ceritli
Ignacio Castro
Matthew Purver
Mete Ozay
Umberto Michieli
OffRL
136
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0
09 Nov 2025
The Impossibility of Inverse Permutation Learning in Transformer Models
Rohan Alur
Chris Hays
Manish Raghavan
Devavrat Shah
196
0
0
28 Sep 2025
On Theoretical Interpretations of Concept-Based In-Context Learning
Huaze Tang
Tianren Peng
Shao-Lun Huang
202
0
0
25 Sep 2025
InSQuAD: In-Context Learning for Efficient Retrieval via Submodular Mutual Information to Enforce Quality and Diversity
Souradeep Nanda
Anay Majee
Rishabh K. Iyer
123
0
0
28 Aug 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment
Jiaqian Li
Qisheng Hu
Jing Li
Wenya Wang
115
1
0
28 Aug 2025
SMITE: Enhancing Fairness in LLMs through Optimal In-Context Example Selection via Dynamic Validation
Garima Chhikara
Kripabandhu Ghosh
Abhijnan Chakraborty
117
0
0
25 Aug 2025
Data-Efficient Biomedical In-Context Learning: A Diversity-Enhanced Submodular Perspective
Jun Wang
Zaifu Zhan
Qixin Zhang
Mingquan Lin
Meijia Song
Rui Zhang
126
1
0
11 Aug 2025
DICE: Dynamic In-Context Example Selection in LLM Agents via Efficient Knowledge Transfer
Ruoyu Wang
Junda Wu
Yu Xia
Tong Yu
Ryan Rossi
Julian McAuley
Lina Yao
198
1
0
31 Jul 2025
Context Tuning for In-Context Optimization
Jack Lu
Ryan Teehan
Zhenbang Yang
Mengye Ren
210
1
0
06 Jul 2025
Relic: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples
Soumya Suvra Ghosal
Vaibhav Singh
Akash Ghosh
Soumyabrata Pal
Subhadip Baidya
Sriparna Saha
Dinesh Manocha
215
2
0
19 Jun 2025
Factors affecting the in-context learning abilities of LLMs for dialogue state tracking
Pradyoth Hegde
Santosh Kesiraju
J. Svec
Šimon Sedláček
Bolaji Yusuf
Oldrich Plchot
D. K T
Ján Černocký
172
0
0
10 Jun 2025
Sample Efficient Demonstration Selection for In-Context Learning
Kiran Purohit
Venktesh V
Sourangshu Bhattacharya
Avishek Anand
166
4
0
10 Jun 2025
A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Zhiyu Zhang
Wei Chen
Youfang Lin
Huaiyu Wan
OffRL
CLL
377
1
0
04 Jun 2025
The Role of Diversity in In-Context Learning for Large Language Models
Wenyang Xiao
Haoyu Zhao
Lingxiao Huang
377
1
0
26 May 2025
An Empirical Study on Configuring In-Context Learning Demonstrations for Unleashing MLLMs' Sentimental Perception Capability
Daiqing Wu
Dongbao Yang
Sicheng Zhao
Can Ma
Can Ma
232
3
0
22 May 2025
Incomplete In-context Learning
Wenqiang Wang
Yangshijie Zhang
328
0
0
12 May 2025
Exploring the Role of Diversity in Example Selection for In-Context Learning
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Janak Kapuriya
Manit Kaushik
Debasis Ganguly
S. Bhatia
347
4
0
03 May 2025
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization
Huiyi Chen
Jiawei Peng
Kaihua Tang
Xin Geng
Xu Yang
277
1
0
19 Apr 2025
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection
AAAI Conference on Artificial Intelligence (AAAI), 2025
Ziyi Zhou
Xiaoming Zhang
Shenghan Tan
Litian Zhang
Chaozhuo Li
326
4
0
27 Mar 2025
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Xuetao Ma
Wenbin Jiang
Hua Huang
LRM
587
11
0
21 Feb 2025
Can LLMs Simulate L2-English Dialogue? An Information-Theoretic Analysis of L1-Dependent Biases
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Rena Gao
Xuetong Wu
Tatsuki Kuribayashi
Mingrui Ye
Siya Qi
Carsten Roever
Yixiao Liu
Zheng Yuan
Jey Han Lau
265
1
0
21 Feb 2025
In-Context Learning with Iterative Demonstration Selection
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Chengwei Qin
Aston Zhang
Chong Chen
Anirudh Dagar
Wenming Ye
LRM
479
76
0
31 Dec 2024
Curriculum Demonstration Selection for In-Context Learning
ACM Symposium on Applied Computing (SAC), 2024
Duc Anh Vu
Nguyen Tran Cong Duy
Xiaobao Wu
Hoang Minh Nhat
Du Mingzhe
Nguyen Thanh Thong
Anh Tuan Luu
377
5
0
27 Nov 2024
EXPLORA: Efficient Exemplar Subset Selection for Complex Reasoning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Kiran Purohit
Venktesh V
Raghuram Devalla
Krishna Mohan Yerragorla
Sourangshu Bhattacharya
Avishek Anand
LRM
266
5
0
06 Nov 2024
Mixtures of In-Context Learners
Giwon Hong
Emile van Krieken
Edoardo Ponti
Nikolay Malkin
Pasquale Minervini
189
5
0
05 Nov 2024
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration
Neural Information Processing Systems (NeurIPS), 2024
L. Qin
Qiguang Chen
Hao Fei
Zhi Chen
Min Li
Wanxiang Che
207
27
0
27 Oct 2024
DragEntity: Trajectory Guided Video Generation using Entity and Positional Relationships
ACM Multimedia (MM), 2024
Zhang Wan
Sheng Tang
Jiawei Wei
Ruize Zhang
Juan Cao
VGen
173
4
0
14 Oct 2024
Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Yongheng Zhang
Qiguang Chen
Jingxuan Zhou
Peng Wang
Jiasheng Si
Jin Wang
Wenpeng Lu
Libo Qin
LRM
368
11
0
06 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning
Jiale Fu
Yaqing Wang
Simeng Han
Jiaming Fan
Chen Si
490
1
0
03 Oct 2024
Unleashing the Power of Large Language Models in Zero-shot Relation Extraction via Self-Prompting
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Siyi Liu
Yang Li
Jiang Li
Shan Yang
Yunshi Lan
LRM
240
13
0
02 Oct 2024
Constrained Reasoning Chains for Enhancing Theory-of-Mind in Large Language Models
Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2024
Zizheng Lin
Chunkit Chan
Yangqiu Song
Xin Liu
LRM
244
3
0
20 Sep 2024
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Ján Cegin
Jakub Simko
Peter Brusilovsky
232
7
0
29 Aug 2024
Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Jingyu Hu
Weiru Liu
Mengnan Du
219
8
0
19 Aug 2024
Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Peng Wang
Xiaobin Wang
Chao Lou
Shengyu Mao
Pengjun Xie
Yong Jiang
251
7
0
04 Aug 2024
Sub-SA: Strengthen In-context Learning via Submodular Selective Annotation
Jian Qian
Miao Sun
Sifan Zhou
Ziyu Zhao
Ruizhi Hun
Patrick Chiang
349
2
0
08 Jul 2024
Learnable In-Context Vector for Visual Question Answering
Neural Information Processing Systems (NeurIPS), 2024
Yingzhe Peng
Chenduo Hao
Xu Yang
Jiawei Peng
Xinting Hu
Xin Geng
242
5
0
19 Jun 2024
How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment
Heyan Huang
Yinghao Li
Huashan Sun
Yu Bai
Yang Gao
205
5
0
17 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Zhenrui Yue
Huimin Zeng
Lanyu Shang
Yifan Liu
Yang Zhang
Dong Wang
RALM
211
23
0
14 Jun 2024
Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Hui Liu
Wenya Wang
Hao Sun
Chris Xing Tian
Chenqi Kong
Xin Dong
Haoliang Li
205
10
0
14 Jun 2024
How In-Context Learning Emerges from Training on Unstructured Data: On the Role of Co-Occurrence, Positional Information, and Noise Structures
Kevin Christian Wibisono
Yixin Wang
121
4
0
31 May 2024
On the Noise Robustness of In-Context Learning for Text Generation
Hongfu Gao
Feipeng Zhang
Wenyu Jiang
Jun Shu
Feng Zheng
Jianguo Huang
303
11
0
27 May 2024
Augmented Risk Prediction for the Onset of Alzheimer's Disease from Electronic Health Records with Large Language Models
Jiankun Wang
Sumyeong Ahn
Taykhoom Dalal
Xiaodan Zhang
Weishen Pan
Qiannan Zhang
Bin Chen
H. H. Dodge
Haiwei Yang
Jiayu Zhou
LM&MA
152
3
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26 May 2024
Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars
Zhaoxuan Wu
Xiaoqiang Lin
Zhongxiang Dai
Wenyang Hu
Yao Shu
See-Kiong Ng
Patrick Jaillet
Bryan Kian Hsiang Low
147
25
0
25 May 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs
International Conference on Learning Representations (ICLR), 2024
Feiyang Kang
H. Just
Yifan Sun
Himanshu Jahagirdar
Yuanzhi Zhang
Rongxing Du
Anit Kumar Sahu
Ruoxi Jia
189
31
0
05 May 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?
Chengwei Qin
Wenhan Xia
Tan Wang
Fangkai Jiao
Yuchen Hu
Bosheng Ding
Ruirui Chen
Shafiq Joty
LRM
438
9
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19 Apr 2024
Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification
Garima Chhikara
Anurag Sharma
Kripabandhu Ghosh
Abhijnan Chakraborty
269
23
0
28 Feb 2024
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models
Yanzheng Xiang
Hanqi Yan
Lin Gui
Yulan He
160
13
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23 Feb 2024
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Se^2
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: Sequential Example Selection for In-Context Learning
Haoyu Liu
Jianfeng Liu
Shaohan Huang
Yuefeng Zhan
Hao Sun
Weiwei Deng
Furu Wei
Qi Zhang
238
6
0
21 Feb 2024
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices
Branislav Pecher
Ivan Srba
Maria Bielikova
255
5
0
20 Feb 2024
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