Graphical Model

Having seen a news title “Alba denies wedding reports”, how do we infer that it is primar- ily about Jessica Alba, rather than about wed- dings or reports? We probably …...

We present a novel method for record extrac- tion from social streams such as Twitter. Un- like typical extraction setups, these environ- ments are characterized by short, one sentence messages …...

Distant supervision for relation extraction (RE) – gathering training data by aligning a database of facts with text – is an efficient ap- proach to scale RE to thousands of …...

Foreign language learners can acquire new vocabulary by using cognate and con- text clues when reading. To measure such incidental comprehension, we devise an experimental framework that involves reading mixed-language …...

AbstractWe introduce a new method for frame-semantic parsing that significantly improves the prior state of the art. Our model leverages the advantages of a deep bidirectional LSTM network which predicts …...