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Evaluating temporal relations in clinical text: 2012 i2b2 Challenge
TLDR
BACKGROUND The Sixth Informatics for Integrating Biology and the Bedside (i2b2) Natural Language Processing Challenge for Clinical Records focused on the temporal relations in clinical narratives. Expand
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A Primer in BERTology: What We Know About How BERT Works
TLDR
We review the current state of knowledge about how BERT works, what kind of information it learns and how it is represented, common modifications to its training objectives and architecture, and approaches to compression. Expand
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Revealing the Dark Secrets of BERT
TLDR
We propose a methodology and offer the first detailed analysis of BERT’s capacity to capture different kinds of linguistic information in its self-attention weights. Expand
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Automating Temporal Annotation with TARSQI
TLDR
We present an overview of TARSQI, a modular system for automatic temporal annotation that adds time expressions, events and temporal relations to news texts. Expand
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Unfolding physiological state: mortality modelling in intensive care units
TLDR
We examined the use of latent variable models (viz. Latent Dirichlet Allocation) to decompose free-text hospital notes into meaningful features, and the predictive power of these features for patient mortality. Expand
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Annotating temporal information in clinical narratives
TLDR
We developed a temporally annotated corpus of clinical narratives that contains 310 de-identified discharge summaries, with annotations of clinical events, temporal expressions and temporal relations. Expand
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RuSentiment: An Enriched Sentiment Analysis Dataset for Social Media in Russian
TLDR
This paper presents RuSentiment, a new dataset for sentiment analysis of social media posts in Russian, and a new set of comprehensive annotation guidelines that are extensible to other languages. Expand
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GhostWriter: Using an LSTM for Automatic Rap Lyric Generation
TLDR
This paper demonstrates the effectiveness of a Long Short-Term Memory language model in our initial efforts to generate unconstrained rap lyrics: this is the task of ghostwriting. Expand
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SemEval-2017 Task 6: #HashtagWars: Learning a Sense of Humor
TLDR
This paper describes a new shared task for humor understanding that attempts to eschew the ubiquitous binary approach to humor detection and focus on comparative humor ranking instead. Expand
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Here's My Point: Joint Pointer Architecture for Argument Mining
TLDR
We propose a novel architecture that applies Pointer Network sequence-to-sequence attention modeling to structural prediction in discourse parsing tasks. Expand
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