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06/01/2023
Differentiable Tree Operations Promote Compositional Generalization
In the context of structure-to-structure transformation tasks, learning ...
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05/23/2023
Condensing Multilingual Knowledge with Lightweight Language-Specific Modules
Incorporating language-specific (LS) modules is a proven method to boost...
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12/20/2022
When Do Decompositions Help for Machine Reading?
Answering complex questions often requires multi-step reasoning in order...
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12/19/2022
On Event Individuation for Document-Level Information Extraction
As information extraction (IE) systems have grown more capable at whole-...
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10/13/2022
An Empirical Study on Finding Spans
We present an empirical study on methods for span finding, the selection...
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10/12/2022
Iterative Document-level Information Extraction via Imitation Learning
We present a novel iterative extraction (IterX) model for extracting com...
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05/25/2022
Asking the Right Questions in Low Resource Template Extraction
Information Extraction (IE) researchers are mapping tasks to Question An...
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09/14/2021
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction
Zero-shot cross-lingual information extraction (IE) describes the constr...
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01/28/2021
LOME: Large Ontology Multilingual Extraction
We present LOME, a system for performing multilingual information extrac...
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12/21/2020
Pattern-aware Data Augmentation for Query Rewriting in Voice Assistant Systems
Query rewriting (QR) systems are widely used to reduce the friction caus...
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04/05/2020
Hierarchical Entity Typing via Multi-level Learning to Rank
We propose a novel method for hierarchical entity classification that em...
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12/03/2019