How Do In-Context Examples Affect Compositional Generalization?

8 May 2023

Papers citing "How Do In-Context Examples Affect Compositional Generalization?"

40 / 40 papers shown

Title
E-InMeMo: Enhanced Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Hong Liu Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 99 0 0 25 Apr 2025
Learning to Substitute Components for Compositional Generalization Z. Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 54 0 0 28 Feb 2025
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning Xuetao Ma Wenbin Jiang Hua Huang LRM 60 1 0 24 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 52 1 0 17 Feb 2025
FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation Qianli Wang Nils Feldhus Simon Ostermann Luis Felipe Villa-Arenas Sebastian Möller Vera Schmitt AAML 27 0 0 03 Jan 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 60 38 0 31 Dec 2024
Revisiting In-Context Learning with Long Context Language Models Jinheon Baek Sun Jae Lee Prakhar Gupta Geunseob Oh Siddharth Dalmia 86 0 0 22 Dec 2024
Evaluating Morphological Compositional Generalization in Large Language Models Mete Ismayilzada Defne Çirci Jonne Sälevä Hale Sirin Abdullatif Köksal Bhuwan Dhingra Antoine Bosselut Lonneke van der Plas Duygu Ataman 26 2 0 16 Oct 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 34 1 0 02 Sep 2024
Do Large Language Models Have Compositional Ability? An Investigation into Limitations and Scalability Zhuoyan Xu Zhenmei Shi Yingyu Liang CoGe LRM 19 27 0 22 Jul 2024
Evaluating Linguistic Capabilities of Multimodal LLMs in the Lens of Few-Shot Learning Mustafa Dogan .Ilker Kesen Iacer Calixto Aykut Erdem Erkut Erdem LRM 21 1 0 17 Jul 2024
When can transformers compositionally generalize in-context? Seijin Kobayashi Simon Schug Yassir Akram Florian Redhardt J. Oswald Razvan Pascanu Guillaume Lajoie João Sacramento ViT 21 0 0 17 Jul 2024
Evaluating Structural Generalization in Neural Machine Translation Ryoma Kumon Daiki Matsuoka Hitomi Yanaka NAI 25 2 0 19 Jun 2024
Attention as a Hypernetwork Simon Schug Seijin Kobayashi Yassir Akram João Sacramento Razvan Pascanu GNN 20 3 0 09 Jun 2024
DiNeR: a Large Realistic Dataset for Evaluating Compositional Generalization ChenGang Hu Xiao Liu Yansong Feng CoGe 24 0 0 07 Jun 2024
Why Larger Language Models Do In-context Learning Differently? Zhenmei Shi Junyi Wei Zhuoyan Xu Yingyu Liang 26 18 0 30 May 2024
How Does the Textual Information Affect the Retrieval of Multimodal In-Context Learning? Yang Luo Zangwei Zheng Zirui Zhu Yang You 41 5 0 19 Apr 2024
Towards Understanding the Relationship between In-context Learning and Compositional Generalization Sungjun Han Sebastian Padó CoGe 16 2 0 18 Mar 2024
Compositional API Recommendation for Library-Oriented Code Generation Zexiong Ma Shengnan An Bing Xie Zeqi Lin 18 16 0 29 Feb 2024
Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models Yanzheng Xiang Hanqi Yan Lin Gui Yulan He 21 1 0 23 Feb 2024
Distilling Event Sequence Knowledge From Large Language Models Somin Wadhwa Oktie Hassanzadeh D. Bhattacharjya Ken Barker Jian Ni 12 0 0 14 Jan 2024
Towards Equipping Transformer with the Ability of Systematic Compositionality Chen Huang Peixin Qin Wenqiang Lei Jiancheng Lv 11 1 0 12 Dec 2023
Latent Skill Discovery for Chain-of-Thought Reasoning Zifan Xu Haozhu Wang Dmitriy Bespalov Peter Stone Yanjun Qi ReLM LRM 41 2 0 07 Dec 2023
Leveraging Code to Improve In-context Learning for Semantic Parsing Ben Bogin Shivanshu Gupta Peter Clark Ashish Sabharwal 13 6 0 16 Nov 2023
Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim Gautam Singh Junyeong Park Çağlar Gülçehre Sungjin Ahn OCL VLM 22 1 0 15 Nov 2023
Instruct Me More! Random Prompting for Visual In-Context Learning Jiahao Zhang Bowen Wang Liangzhi Li Yuta Nakashima Hajime Nagahara VLM 20 9 0 07 Nov 2023
Harnessing Dataset Cartography for Improved Compositional Generalization in Transformers Osman Batur .Ince Tanin Zeraati Semih Yagcioglu Yadollah Yaghoobzadeh Erkut Erdem Aykut Erdem 11 0 0 18 Oct 2023
MAGNIFICo: Evaluating the In-Context Learning Ability of Large Language Models to Generalize to Novel Interpretations Arkil Patel S. Bhattamishra Siva Reddy Dzmitry Bahdanau 12 3 0 18 Oct 2023
Understanding In-Context Learning from Repetitions Jianhao Yan Jin Xu Chiyu Song Chenming Wu Yafu Li Yue Zhang 17 11 0 30 Sep 2023
Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples Abulhair Saparov Richard Yuanzhe Pang Vishakh Padmakumar Nitish Joshi Seyed Mehran Kazemi Najoung Kim He He ELM LRM 11 81 0 24 May 2023
Skill-Based Few-Shot Selection for In-Context Learning Shengnan An Bo Zhou Zeqi Lin Qiang Fu B. Chen Nanning Zheng Weizhu Chen Jian-Guang Lou 13 30 0 23 May 2023
Exploring Effective Factors for Improving Visual In-Context Learning Yanpeng Sun Qiang Chen Jian Wang Jingdong Wang Zechao Li LRM VLM 41 17 0 10 Apr 2023
A Survey on In-context Learning Qingxiu Dong Lei Li Damai Dai Ce Zheng Jingyuan Ma ... Zhiyong Wu Baobao Chang Xu Sun Lei Li Zhifang Sui ReLM AIMat 20 443 0 31 Dec 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 187 91 0 29 Sep 2022
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 25 7 0 09 Nov 2021
Learning Algebraic Recombination for Compositional Generalization Chenyao Liu Shengnan An Zeqi Lin Qian Liu Bei Chen Jian-Guang Lou Lijie Wen Nanning Zheng Dongmei Zhang CoGe 181 36 0 14 Jul 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 274 882 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 287 196 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
Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization Yinuo Guo Hualei Zhu Zeqi Lin Bei Chen Jian-Guang Lou Dongmei Zhang BDL 179 26 0 08 Dec 2020