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03/01/2022
TableFormer: Robust Transformer Modeling for Table-Text Encoding
Understanding tables is an important aspect of natural language understa...
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09/09/2021
Graph-Based Decoding for Task Oriented Semantic Parsing
The dominant paradigm for semantic parsing in recent years is to formula...
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06/08/2021
TIMEDIAL: Temporal Commonsense Reasoning in Dialog
Everyday conversations require understanding everyday events, which in t...
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02/02/2021
Neural Data Augmentation via Example Extrapolation
In many applications of machine learning, certain categories of examples...
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08/31/2019
Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension
Reading comprehension models have been successfully applied to extractiv...
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04/05/2019
A General Framework for Information Extraction using Dynamic Span Graphs
We introduce a general framework for several information extraction task...
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04/01/2019
PAWS: Paraphrase Adversaries from Word Scrambling
Existing paraphrase identification datasets lack sentence pairs that hav...
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08/29/2018
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
We introduce a multi-task setup of identifying and classifying entities,...
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05/14/2018
Large-Scale QA-SRL Parsing
We present a new large-scale corpus of Question-Answer driven Semantic R...
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05/12/2018
Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
Recent BIO-tagging-based neural semantic role labeling models are very h...
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04/15/2018
Higher-order Coreference Resolution with Coarse-to-fine Inference
We introduce a fully differentiable approximation to higher-order infere...
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11/16/2017
Crowdsourcing Question-Answer Meaning Representations
We introduce Question-Answer Meaning Representations (QAMRs), which repr...
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07/21/2017