Title
A Theoretical Analysis of Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition Yuanpeng Li CoGe 71 0 0 05 May 2025
Strassen Attention: Unlocking Compositional Abilities in Transformers Based on a New Lower Bound Method A. Kozachinskiy Felipe Urrutia Hector Jimenez Tomasz Steifer Germán Pizarro Matías Fuentes Francisco Meza Cristian Buc Cristóbal Rojas 47 1 0 31 Jan 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? Yutong Yin Zhaoran Wang LRM ReLM 74 0 0 27 Jan 2025
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
MLissard: Multilingual Long and Simple Sequential Reasoning Benchmarks M. Bueno R. Lotufo Rodrigo Nogueira LRM 26 0 0 08 Oct 2024
Can Models Learn Skill Composition from Examples? Haoyu Zhao Simran Kaur Dingli Yu Anirudh Goyal Sanjeev Arora CoGe MoE 53 2 0 29 Sep 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 65 5 0 26 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 61 3 0 24 May 2024
MathWriting: A Dataset For Handwritten Mathematical Expression Recognition Philippe Gervais Asya Fadeeva Andrii Maksai 23 4 0 16 Apr 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 23 1 0 09 Feb 2024
On the generalization capacity of neural networks during generic multimodal reasoning Takuya Ito Soham Dan Mattia Rigotti James Kozloski Murray Campbell LRM 30 2 0 26 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 63 26 0 25 Jan 2024
Can LLM find the green circle? Investigation and Human-guided tool manipulation for compositional generalization Min Zhang Jianfeng He Shuo Lei Murong Yue Linhan Wang Chang-Tien Lu 38 4 0 12 Dec 2023
Latent Feature-based Data Splits to Improve Generalisation Evaluation: A Hate Speech Detection Case Study Maike Zufle Verna Dankers Ivan Titov 17 0 0 16 Nov 2023
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 29 16 0 16 Nov 2023
Improving Cross-Lingual Transfer through Subtree-Aware Word Reordering Ofir Arviv Dmitry Nikolaev Taelin Karidi Omri Abend LRM 28 3 0 20 Oct 2023
Reranking for Natural Language Generation from Logical Forms: A Study based on Large Language Models Levon Haroutunian Zhuang Li Lucian Galescu Philip R. Cohen Raj Tumuluri Gholamreza Haffari LRM 19 1 0 21 Sep 2023
LLM Guided Inductive Inference for Solving Compositional Problems Abhigya Sodani Lauren Moos Matthew Mirman LRM 36 0 0 20 Sep 2023
Enhancing NeRF akin to Enhancing LLMs: Generalizable NeRF Transformer with Mixture-of-View-Experts Wenyan Cong Hanxue Liang Peihao Wang Zhiwen Fan Tianlong Chen M. Varma Yi Wang Zhangyang Wang MoE 22 21 0 22 Aug 2023
Joint Dropout: Improving Generalizability in Low-Resource Neural Machine Translation through Phrase Pair Variables Ali Araabi Vlad Niculae Christof Monz 29 1 0 24 Jul 2023
Layer-wise Representation Fusion for Compositional Generalization Yafang Zheng Lei Lin Shantao Liu Binling Wang Zhaohong Lai Wenhao Rao Biao Fu Yidong Chen Xiaodon Shi AI4CE 30 2 0 20 Jul 2023
Compositional Generalization from First Principles Thaddäus Wiedemer Prasanna Mayilvahanan Matthias Bethge Wieland Brendel OCL 25 36 0 10 Jul 2023
On Evaluating Multilingual Compositional Generalization with Translated Datasets Zi Wang Daniel Hershcovich 18 7 0 20 Jun 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 20 2 0 23 May 2023
Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization Lei Lin Shuangtao Li Yafang Zheng Biao Fu Shantao Liu Yidong Chen Xiaodon Shi CoGe 23 2 0 20 May 2023
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence Generation Francois Meyer Jan Buys 33 8 0 11 May 2023
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 22 49 0 08 May 2023
ReCOGS: How Incidental Details of a Logical Form Overshadow an Evaluation of Semantic Interpretation Zhengxuan Wu Christopher D. Manning Christopher Potts 22 22 0 24 Mar 2023
DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph Debayan Banerjee Sushil Awale Ricardo Usbeck Christian Biemann 16 10 0 23 Mar 2023
Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning? Keito Kudo Yoichi Aoki Tatsuki Kuribayashi Ana Brassard Masashi Yoshikawa Keisuke Sakaguchi Kentaro Inui CoGe 19 10 0 15 Feb 2023
Recursive Neural Networks with Bottlenecks Diagnose (Non-)Compositionality Verna Dankers Ivan Titov 12 2 0 31 Jan 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 19 579 0 20 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 22 1 0 22 Nov 2022
On the Compositional Generalization Gap of In-Context Learning Arian Hosseini Ankit Vani Dzmitry Bahdanau Alessandro Sordoni Aaron C. Courville 19 24 0 15 Nov 2022
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases Yiheng Shu Zhiwei Yu Yuhan Li Börje F. Karlsson Tingting Ma Yuzhong Qu Chin-Yew Lin 25 68 0 24 Oct 2022
Categorizing Semantic Representations for Neural Machine Translation Yongjing Yin Yafu Li Fandong Meng Jie Zhou Yue Zhang 8 6 0 13 Oct 2022
CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations Róbert Csordás Kazuki Irie Jürgen Schmidhuber NAI 17 11 0 12 Oct 2022
Are Representations Built from the Ground Up? An Empirical Examination of Local Composition in Language Models Emmy Liu Graham Neubig CoGe 13 10 0 07 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 46 550 0 07 Oct 2022
Neural-Symbolic Recursive Machine for Systematic Generalization Qing Li Yixin Zhu Yitao Liang Ying Nian Wu Song-Chun Zhu Siyuan Huang NAI 24 9 0 04 Oct 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 12 1,036 0 21 May 2022
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research? Longquan Jiang Ricardo Usbeck 11 17 0 13 May 2022
Modern Baselines for SPARQL Semantic Parsing Debayan Banerjee Pranav Ajit Nair Jivat Neet Kaur Ricardo Usbeck Chris Biemann 22 29 0 27 Apr 2022
Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language Andy Zeng Maria Attarian Brian Ichter K. Choromanski Adrian S. Wong ... Michael S. Ryoo Vikas Sindhwani Johnny Lee Vincent Vanhoucke Peter R. Florence ReLM LRM 8 569 0 01 Apr 2022
Do Vision-Language Pretrained Models Learn Composable Primitive Concepts? Tian Yun Usha Bhalla Ellie Pavlick Chen Sun ReLM CoGe VLM LRM 25 23 0 31 Mar 2022
Improving Compositional Generalization with Latent Structure and Data Augmentation Linlu Qiu Peter Shaw Panupong Pasupat Pawel Krzysztof Nowak Tal Linzen Fei Sha Kristina Toutanova CoGe 23 57 0 14 Dec 2021
Contextualized Scene Imagination for Generative Commonsense Reasoning Peifeng Wang Jonathan Zamora Junfeng Liu Filip Ilievski Muhao Chen Xiang Ren ReLM LRM 22 16 0 12 Dec 2021
Systematic Generalization with Edge Transformers Leon Bergen Timothy J. O'Donnell Dzmitry Bahdanau 10 46 0 01 Dec 2021
Dyna-bAbI: unlocking bAbI's potential with dynamic synthetic benchmarking Ronen Tamari Kyle Richardson Aviad Sar-Shalom Noam Kahlon Nelson F. Liu Reut Tsarfaty Dafna Shahaf 28 5 0 30 Nov 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 25 7 0 09 Nov 2021