Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures

17 July 2020

Papers citing "Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures"

50 / 91 papers shown

Title
Enhancing multimodal analogical reasoning with Logic Augmented Generation Anna Sofia Lippolis Andrea Giovanni Nuzzolese Aldo Gangemi ReLM LRM 49 0 0 15 Apr 2025
Learning to Substitute Components for Compositional Generalization ZeLin Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 62 0 0 28 Feb 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 89 14 0 03 Jan 2025
Compositional Generalization Across Distributional Shifts with Sparse Tree Operations Paul Soulos Henry Conklin Mattia Opper P. Smolensky Jianfeng Gao Roland Fernandez 73 4 0 18 Dec 2024
Teaching Transformers Causal Reasoning through Axiomatic Training Aniket Vashishtha Abhinav Kumar Abbavaram Gowtham Reddy Vineeth N. Balasubramanian Amit Sharma Vineeth N Balasubramanian Amit Sharma 34 2 0 10 Jul 2024
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations Matthias Lindemann Alexander Koller Ivan Titov AI4CE NAI 35 2 0 05 Jul 2024
Attention as a Hypernetwork Simon Schug Seijin Kobayashi Yassir Akram João Sacramento Razvan Pascanu GNN 37 3 0 09 Jun 2024
Gaining More Insight into Neural Semantic Parsing with Challenging Benchmarks Xiao Zhang Chunliu Wang Rik van Noord Johan Bos 30 3 0 12 Apr 2024
Towards Understanding the Relationship between In-context Learning and Compositional Generalization Sungjun Han Sebastian Padó CoGe 21 2 0 18 Mar 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 35 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 37 2 0 26 Jan 2024
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach X. Chu Zhuang Li Jiahui Liu Lei Chen Yuanpei Cai Donghong Ji K. W. S. Au 45 8 0 18 Dec 2023
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 43 16 0 16 Nov 2023
Data Factors for Better Compositional Generalization Xiang Zhou Yichen Jiang Mohit Bansal CoGe OOD 29 3 0 08 Nov 2023
What Algorithms can Transformers Learn? A Study in Length Generalization Hattie Zhou Arwen Bradley Etai Littwin Noam Razin Omid Saremi Josh Susskind Samy Bengio Preetum Nakkiran 34 110 0 24 Oct 2023
Improving Language Models Meaning Understanding and Consistency by Learning Conceptual Roles from Dictionary Myeongjun Jang Thomas Lukasiewicz 24 4 0 24 Oct 2023
Harnessing Dataset Cartography for Improved Compositional Generalization in Transformers Osman Batur .Ince Tanin Zeraati Semih Yagcioglu Yadollah Yaghoobzadeh Erkut Erdem Aykut Erdem 21 1 0 18 Oct 2023
Sparse Universal Transformer Shawn Tan Yikang Shen Zhenfang Chen Aaron Courville Chuang Gan MoE 32 13 0 11 Oct 2023
SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation Matthias Lindemann Alexander Koller Ivan Titov AI4CE 19 1 0 01 Oct 2023
ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis Kensen Shi Joey Hong Yinlin Deng Pengcheng Yin Manzil Zaheer Charles Sutton 25 17 0 26 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 43 2 0 20 Jul 2023
On Conditional and Compositional Language Model Differentiable Prompting Jonathan Pilault Can Liu Joey Tianyi Zhou Markus Dreyer 27 1 0 04 Jul 2023
Modularity Trumps Invariance for Compositional Robustness I. Mason Anirban Sarkar Tomotake Sasaki Xavier Boix OOD 21 1 0 15 Jun 2023
Learning to Substitute Spans towards Improving Compositional Generalization Zhaoyi Li Ying Wei Defu Lian 10 9 0 05 Jun 2023
Divide, Conquer, and Combine: Mixture of Semantic-Independent Experts for Zero-Shot Dialogue State Tracking Qingyue Wang Liang Ding Yanan Cao Yibing Zhan Zheng Lin Shi Wang Dacheng Tao Li Guo MoMe MoE 27 12 0 01 Jun 2023
Knowledge Base Question Answering for Space Debris Queries Paul Darm Antonio Valerio Miceli Barone Shay B. Cohen A. Riccardi 27 1 0 31 May 2023
The Impact of Positional Encoding on Length Generalization in Transformers Amirhossein Kazemnejad Inkit Padhi K. Ramamurthy Payel Das Siva Reddy 35 177 0 31 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 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 25 2 0 20 May 2023
ANALOGICAL -- A Novel Benchmark for Long Text Analogy Evaluation in Large Language Models Thilini Wijesiriwardene Ruwan Wickramarachchi Bimal Gajera Shreeyash Mukul Gowaikar Chandan Gupta Aman Chadha Aishwarya N. Reganti Amit P. Sheth Amitava Das ELM 25 13 0 08 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 34 49 0 08 May 2023
Laziness Is a Virtue When It Comes to Compositionality in Neural Semantic Parsing M. Crouse Pavan Kapanipathi Subhajit Chaudhury Tahira Naseem Ramón Fernández Astudillo Achille Fokoue Tim Klinger NAI 25 3 0 07 May 2023
Explainable Verbal Reasoner Plus (EVR+): A Natural Language Reasoning Framework that Supports Diverse Compositional Reasoning Zhengzhong Liang Zeyu Zhang Steven Bethard Mihai Surdeanu ReLM LRM 20 1 0 28 Apr 2023
Mixture of Soft Prompts for Controllable Data Generation Derek Chen Celine Lee Yunan Lu Domenic Rosati Zhou Yu 111 22 0 02 Mar 2023
Conversational Text-to-SQL: An Odyssey into State-of-the-Art and Challenges Ahead S. Parthasarathi Lu Zeng Dilek Z. Hakkani-Tür 41 2 0 21 Feb 2023
Semantic Parsing for Conversational Question Answering over Knowledge Graphs Laura Perez-Beltrachini Parag Jain Emilio Monti Mirella Lapata 30 10 0 28 Jan 2023
MAQA: A Multimodal QA Benchmark for Negation Judith Yue Li Aren Jansen Qingqing Huang Joonseok Lee Ravi Ganti Dima Kuzmin 27 5 0 09 Jan 2023
Uncontrolled Lexical Exposure Leads to Overestimation of Compositional Generalization in Pretrained Models Najoung Kim Tal Linzen P. Smolensky 23 30 0 21 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 27 128 0 13 Dec 2022
Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality Yichen Jiang Xiang Zhou Joey Tianyi Zhou 21 10 0 28 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 38 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 21 24 0 15 Nov 2022
Structural generalization is hard for sequence-to-sequence models Yuekun Yao Alexander Koller 30 21 0 24 Oct 2022
Towards Generalizable and Robust Text-to-SQL Parsing Chang Gao Bowen Li Wenxuan Zhang W. Lam Binhua Li Fei Huang Luo Si Yongbin Li 38 8 0 23 Oct 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 200 92 0 29 Sep 2022
Induced Natural Language Rationales and Interleaved Markup Tokens Enable Extrapolation in Large Language Models M. Bueno Carlos Gemmel Jeffrey Stephen Dalton R. Lotufo Rodrigo Nogueira LRM 26 12 0 24 Aug 2022
Few-shot Subgoal Planning with Language Models Lajanugen Logeswaran Yao Fu Moontae Lee Honglak Lee LRM 33 26 0 28 May 2022
Do we need Label Regularization to Fine-tune Pre-trained Language Models? I. Kobyzev A. Jafari Mehdi Rezagholizadeh Tianda Li Alan Do-Omri Peng Lu Pascal Poupart A. Ghodsi 22 2 0 25 May 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 30 52 0 24 May 2022
GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation L. Nie S. Cao Jiaxin Shi Jiu Sun Qingwen Tian Lei Hou Juanzi Li Jidong Zhai GNN 52 20 0 24 May 2022