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Temporal Reasoning on Implicit Events from Distant Supervision
Existing works on temporal reasoning among events described in text focu...
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Easy, Reproducible and Quality-Controlled Data Collection with Crowdaq
High-quality and large-scale data are key to success for AI systems. How...
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Learnability with Indirect Supervision Signals
Learning from indirect supervision signals is important in real-world AI...
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Foreshadowing the Benefits of Incidental Supervision
Learning theory mostly addresses the standard learning paradigm, assumin...
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Temporal Common Sense Acquisition with Minimal Supervision
Temporal common sense (e.g., duration and frequency of events) is crucia...
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TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions
A critical part of reading is being able to understand the temporal rela...
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Evaluating NLP Models via Contrast Sets
Standard test sets for supervised learning evaluate in-distribution gene...
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"Going on a vacation" takes longer than "Going for a walk": A Study of Temporal Commonsense Understanding
Understanding time is crucial for understanding events expressed in natu...
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Joint Event and Temporal Relation Extraction with Shared Representations and Structured Prediction
We propose a joint event and temporal relation extraction model with sha...
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An Improved Neural Baseline for Temporal Relation Extraction
Determining temporal relations (e.g., before or after) between events ha...
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Incidental Supervision from Question-Answering Signals
Human annotations are costly for many natural language processing (NLP) ...
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A Structured Learning Approach to Temporal Relation Extraction
Identifying temporal relations between events is an essential step towar...
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Joint Reasoning for Temporal and Causal Relations
Understanding temporal and causal relations between events is a fundamen...
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CogCompTime: A Tool for Understanding Time in Natural Language Text
Automatic extraction of temporal information in text is an important com...
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Partial Or Complete, That's The Question
For many structured learning tasks, the data annotation process is compl...
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An information theoretic model for summarization, and some basic results
A basic information theoretic model for summarization is formulated. Her...
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A Multi-Axis Annotation Scheme for Event Temporal Relations
Existing temporal relation (TempRel) annotation schemes often have low i...
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Exploiting Partially Annotated Data for Temporal Relation Extraction
Annotating temporal relations (TempRel) between events described in natu...
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Improving Temporal Relation Extraction with a Globally Acquired Statistical Resource
Extracting temporal relations (before, after, overlapping, etc.) is a ke...
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