183 citations · 455 across the 31 of their papers we have counts for
4 papers · 1 filter
Jointly Learning to Label Sentences and Tokens
Marek Rei, Anders Søgaard
Learning to construct text representations in end-to-end systems can be difficult, as natural languages are highly compositional and task-specific annotated datasets are often limi…
Scoring Lexical Entailment with a Supervised Directional Similarity Network
Marek Rei, Daniela Gerz, Ivan Vulić
We present the Supervised Directional Similarity Network (SDSN), a novel neural architecture for learning task-specific transformation functions on top of general-purpose word embe…
Zero-shot Sequence Labeling: Transferring Knowledge from Sentences to Tokens
Marek Rei, Anders Søgaard
Can attention- or gradient-based visualization techniques be used to infer token-level labels for binary sequence tagging problems, using networks trained only on sentence-level la…
Neural Multi-task Learning in Automated Assessment
Ronan Cummins, Marek Rei
Grammatical error detection and automated essay scoring are two tasks in the area of automated assessment. Traditionally these tasks have been treated independently with different…