373 citations
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5 papers · 1 filter
A Position Paper on the Automatic Generation of Machine Learning Leaderboards
Roelien C Timmer, Yufang Hou, Stephen Wan
An important task in machine learning (ML) research is comparing prior work, which is often performed via ML leaderboards: a tabular overview of experiments with comparable conditi…
A Deterministic Algorithm for Bridging Anaphora Resolution
Yufang Hou
Previous work on bridging anaphora resolution (Poesio et al., 2004; Hou et al., 2013b) use syntactic preposition patterns to calculate word relatedness. However, such patterns only…
Enhanced Word Representations for Bridging Anaphora Resolution
Yufang Hou
Most current models of word representations(e.g.,GloVe) have successfully captured fine-grained semantics. However, semantic similarity exhibited in these word embeddings is not su…
Medical Text Classification using Convolutional Neural Networks
Mark Hughes, Irene Li, Spyros Kotoulas +1
We present an approach to automatically classify clinical text at a sentence level. We are using deep convolutional neural networks to represent complex features. We train the netw…
Integer-Programming Ensemble of Temporal-Relations Classifiers
Catherine Kerr, Terri Hoare, Paula Carroll +1
The extraction and understanding of temporal events and their relations are major challenges in natural language processing. Processing text on a sentence-by-sentence or expression…