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2007.08970
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Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures
17 July 2020
Daniel Furrer
Marc van Zee
Nathan Scales
Nathanael Scharli
CoGe
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Papers citing
"Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures"
50 / 95 papers shown
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CompoST: A Benchmark for Analyzing the Ability of LLMs To Compositionally Interpret Questions in a QALD Setting
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Philipp Cimiano
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363
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Scaling can lead to compositional generalization
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Yassir Akram
Simon Schug
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253
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09 Jul 2025
Enhancing multimodal analogical reasoning with Logic Augmented Generation
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Andrea Giovanni Nuzzolese
Aldo Gangemi
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279
1
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15 Apr 2025
Learning to Substitute Components for Compositional Generalization
Hao Sun
Gangwei Jiang
Chenwang Wu
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Defu Lian
Tong Xu
388
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28 Feb 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web
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Yutaka Matsuo
Aleksandra Faust
Izzeddin Gur
CLL
732
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03 Jan 2025
Compositional Generalization Across Distributional Shifts with Sparse Tree Operations
Neural Information Processing Systems (NeurIPS), 2024
Paul Soulos
Henry Conklin
Mattia Opper
P. Smolensky
Jianfeng Gao
Roland Fernandez
349
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18 Dec 2024
Teaching Transformers Causal Reasoning through Axiomatic Training
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Abhinav Kumar
Atharva Pandey
Abbavaram Gowtham Reddy
Amit Sharma
Vineeth N. Balasubramanian
Amit Sharma
561
9
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10 Jul 2024
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations
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Alexander Koller
Ivan Titov
AI4CE
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296
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05 Jul 2024
Attention as a Hypernetwork
International Conference on Learning Representations (ICLR), 2024
Simon Schug
Seijin Kobayashi
Yassir Akram
João Sacramento
Razvan Pascanu
GNN
393
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09 Jun 2024
Gaining More Insight into Neural Semantic Parsing with Challenging Benchmarks
Xiao Zhang
Chunliu Wang
Rik van Noord
Johan Bos
358
6
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12 Apr 2024
Towards Understanding the Relationship between In-context Learning and Compositional Generalization
International Conference on Language Resources and Evaluation (LREC), 2024
Sungjun Han
Sebastian Padó
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249
5
0
18 Mar 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Yichen Jiang
Xiang Zhou
Mohit Bansal
325
1
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09 Feb 2024
On the generalization capacity of neural networks during generic multimodal reasoning
International Conference on Learning Representations (ICLR), 2024
Takuya Ito
Soham Dan
Mattia Rigotti
James Kozloski
Murray Campbell
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302
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26 Jan 2024
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach
Xiangyu Chu
Zhuang Li
Jiahui Liu
Lei Chen
Yuanpei Cai
Donghong Ji
K. W. S. Au
414
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Neural-Logic Human-Object Interaction Detection
Liulei Li
Jianan Wei
Wenguan Wang
Yi Yang
380
44
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16 Nov 2023
Data Factors for Better Compositional Generalization
Xiang Zhou
Yichen Jiang
Mohit Bansal
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241
8
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What Algorithms can Transformers Learn? A Study in Length Generalization
International Conference on Learning Representations (ICLR), 2023
Hattie Zhou
Arwen Bradley
Etai Littwin
Noam Razin
Omid Saremi
Josh Susskind
Samy Bengio
Preetum Nakkiran
419
182
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24 Oct 2023
Improving Language Models Meaning Understanding and Consistency by Learning Conceptual Roles from Dictionary
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Myeongjun Jang
Thomas Lukasiewicz
281
5
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24 Oct 2023
Harnessing Dataset Cartography for Improved Compositional Generalization in Transformers
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Osman Batur .Ince
Tanin Zeraati
Semih Yagcioglu
Yadollah Yaghoobzadeh
Erkut Erdem
Aykut Erdem
210
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18 Oct 2023
Sparse Universal Transformer
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Shawn Tan
Songlin Yang
Zhenfang Chen
Aaron Courville
Chuang Gan
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370
29
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11 Oct 2023
SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Matthias Lindemann
Alexander Koller
Ivan Titov
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515
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01 Oct 2023
ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis
International Conference on Learning Representations (ICLR), 2023
Kensen Shi
Joey Hong
Yinlin Deng
Pengcheng Yin
Manzil Zaheer
Charles Sutton
245
21
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26 Jul 2023
Layer-wise Representation Fusion for Compositional Generalization
AAAI Conference on Artificial Intelligence (AAAI), 2023
Yafang Zheng
Lei Lin
Shantao Liu
Binling Wang
Zhaohong Lai
Wenhao Rao
Biao Fu
Yidong Chen
Xiaodon Shi
AI4CE
437
4
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20 Jul 2023
On Conditional and Compositional Language Model Differentiable Prompting
International Joint Conference on Artificial Intelligence (IJCAI), 2023
Jonathan Pilault
Can Liu
Joey Tianyi Zhou
Markus Dreyer
259
1
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04 Jul 2023
Modularity Trumps Invariance for Compositional Robustness
I. Mason
Anirban Sarkar
Tomotake Sasaki
Xavier Boix
OOD
317
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15 Jun 2023
Learning to Substitute Spans towards Improving Compositional Generalization
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Zhaoyi Li
Ying Wei
Defu Lian
237
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05 Jun 2023
Divide, Conquer, and Combine: Mixture of Semantic-Independent Experts for Zero-Shot Dialogue State Tracking
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Qingyue Wang
Liang Ding
Yanan Cao
Yibing Zhan
Zheng Lin
Zhiliang Tian
Dacheng Tao
Li Guo
MoMe
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213
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01 Jun 2023
Knowledge Base Question Answering for Space Debris Queries
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Paul Darm
Antonio Valerio Miceli Barone
Shay B. Cohen
A. Riccardi
294
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31 May 2023
The Impact of Positional Encoding on Length Generalization in Transformers
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Amirhossein Kazemnejad
Inkit Padhi
Karthikeyan N. Ramamurthy
Payel Das
Siva Reddy
487
343
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Out-of-Distribution Generalization in Text Classification: Past, Present, and Future
Linyi Yang
Yangqiu Song
Xuan Ren
Chenyang Lyu
Yidong Wang
Lingqiao Liu
Yongfeng Zhang
Jennifer Foster
Yue Zhang
OOD
352
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23 May 2023
Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Lei Lin
Shuangtao Li
Yafang Zheng
Biao Fu
Shantao Liu
Yidong Chen
Xiaodon Shi
CoGe
442
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20 May 2023
ANALOGICAL -- A Novel Benchmark for Long Text Analogy Evaluation in Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Thilini Wijesiriwardene
Ruwan Wickramarachchi
Bimal Gajera
Shreeyash Mukul Gowaikar
Chandan Gupta
Vasu Sharma
Aishwarya N. Reganti
Amit P. Sheth
Amitava Das
ELM
318
16
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08 May 2023
How Do In-Context Examples Affect Compositional Generalization?
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Shengnan An
Zeqi Lin
Qiang Fu
B. Chen
Nanning Zheng
Jian-Guang Lou
Dongmei Zhang
518
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08 May 2023
Laziness Is a Virtue When It Comes to Compositionality in Neural Semantic Parsing
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Mayank Agarwal
Pavan Kapanipathi
Subhajit Chaudhury
Tahira Naseem
Ramón Fernández Astudillo
Achille Fokoue
Tim Klinger
NAI
277
3
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Explainable Verbal Reasoner Plus (EVR+): A Natural Language Reasoning Framework that Supports Diverse Compositional Reasoning
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277
1
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Mixture of Soft Prompts for Controllable Data Generation
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Celine Lee
Yunan Lu
Domenic Rosati
Zhou Yu
468
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Conversational Text-to-SQL: An Odyssey into State-of-the-Art and Challenges Ahead
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Lu Zeng
Dilek Z. Hakkani-Tür
219
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Semantic Parsing for Conversational Question Answering over Knowledge Graphs
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Parag Jain
Emilio Monti
Mirella Lapata
236
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MAQA: A Multimodal QA Benchmark for Negation
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Aren Jansen
Qingqing Huang
Joonseok Lee
Ravi Ganti
Dima Kuzmin
249
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Uncontrolled Lexical Exposure Leads to Overestimation of Compositional Generalization in Pretrained Models
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Tal Linzen
P. Smolensky
293
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Diverse Demonstrations Improve In-context Compositional Generalization
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
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Ben Bogin
Jonathan Berant
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Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality
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Xiang Zhou
Joey Tianyi Zhou
180
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A Short Survey of Systematic Generalization
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Ankit Vani
Dzmitry Bahdanau
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224
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Structural generalization is hard for sequence-to-sequence models
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Alexander Koller
215
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Towards Generalizable and Robust Text-to-SQL Parsing
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Fei Huang
Luo Si
Yongbin Li
318
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Compositional Semantic Parsing with Large Language Models
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Nathanael Scharli
Ekin Akyuurek
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Xinying Song
Xinyun Chen
Olivier Bousquet
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ReLM
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Induced Natural Language Rationales and Interleaved Markup Tokens Enable Extrapolation in Large Language Models
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Carlos Gemmel
Jeffrey Stephen Dalton
R. Lotufo
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355
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24 Aug 2022
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