When Can Transformers Ground and Compose: Insights from Compositional
Generalization Benchmarks

v1v2 (latest)

When Can Transformers Ground and Compose: Insights from Compositional Generalization Benchmarks

23 October 2022

ArXiv (abs)PDF HTML

Papers citing "When Can Transformers Ground and Compose: Insights from Compositional Generalization Benchmarks"

16 / 16 papers shown

Title
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 68 32 0 14 Mar 2022
Systematic Generalization on gSCAN: What is Nearly Solved and What is Next? Linlu Qiu Hexiang Hu Bowen Zhang Peter Shaw Fei Sha 68 21 0 25 Sep 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 225 36 0 14 Jul 2021
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 236 5,647 0 07 Jul 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 299 453 0 24 Feb 2021
COGS: A Compositional Generalization Challenge Based on Semantic Interpretation Najoung Kim Tal Linzen CoGe 48 281 0 12 Oct 2020
Think before you act: A simple baseline for compositional generalization C. Heinze-Deml Diane Bouchacourt CoGe 63 16 0 29 Sep 2020
Systematic Generalization on gSCAN with Language Conditioned Embedding Tong Gao Qi Huang Raymond J. Mooney 55 22 0 11 Sep 2020
Compositional Generalization via Neural-Symbolic Stack Machines Xinyun Chen Chen Liang Adams Wei Yu Basel Alomair Denny Zhou BDL 58 101 0 15 Aug 2020
Compositional Networks Enable Systematic Generalization for Grounded Language Understanding Yen-Ling Kuo Boris Katz Andrei Barbu 71 22 0 06 Aug 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 68 354 0 20 Dec 2019
Compositional Generalization for Primitive Substitutions Yuanpeng Li Liang Zhao Jianyu Wang Joel Hestness 67 87 0 07 Oct 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 243 3,695 0 06 Aug 2019
Compositional generalization through meta sequence-to-sequence learning Brenden M. Lake CoGe 83 199 0 12 Jun 2019
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 313 2,387 0 20 Dec 2016
Neural Module Networks Jacob Andreas Marcus Rohrbach Trevor Darrell Dan Klein CoGe 139 1,076 0 09 Nov 2015