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Systematic Generalization

LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing
LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing
Semantic parsing is the task of producing a structured meaning representation for natural language utterances or questions. Recent …
Annual Meeting of the Association for Computational Linguistics (ACL),  2022.
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Systematic Generalization with Edge Transformers
Systematic Generalization with Edge Transformers
Recent research suggests that systematic generalization in natural language understanding remains a challenge for state-of-the-art …
Conference on Neural Information Processing Systems (NeurIPS),  2021.
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Measuring Systematic Generalization in Neural Proof Generation with Transformers
Measuring Systematic Generalization in Neural Proof Generation with Transformers
We are interested in understanding how well Transformer language models (TLMs) can perform reasoning tasks when trained on knowledge …
Conference on Neural Information Processing Systems (NeurIPS),  2020.
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CLOSURE: Assessing Systematic Generalization of CLEVR models
CLOSURE: Assessing Systematic Generalization of CLEVR models
The CLEVR dataset of natural-looking questions about 3D-rendered scenes has recently received much attention from the research …
Workshop at the Neural Information Processing Systems (NeurIPS),  2019.
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Systematic Generalization: What Is Required and Can It Be Learned?
Systematic Generalization: What Is Required and Can It Be Learned?
Numerous models for grounded language understanding have been recently proposed, including (i) generic models that can be easily …
International Conference on Learning Representations (ICLR),  2019.
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