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02/16/2022
The NLP Task Effectiveness of Long-Range Transformers
Transformer models cannot easily scale to long sequences due to their O(...
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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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04/14/2021
Learning How to Ask: Querying LMs with Mixtures of Soft Prompts
Natural-language prompts have recently been used to coax pretrained lang...
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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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10/28/2020
CopyNext: Explicit Span Copying and Alignment in Sequence to Sequence Models
Copy mechanisms are employed in sequence to sequence models (seq2seq) to...
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07/01/2020
Iterative Paraphrastic Augmentation with Discriminative Span Alignment
We introduce a novel paraphrastic augmentation strategy based on sentenc...
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06/30/2020
Neural Datalog Through Time: Informed Temporal Modeling via Logical Specification
Learning how to predict future events from patterns of past events is di...
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05/14/2019