22k citations · 22.8k across the 12 of their papers we have counts for
4 papers · 1 filter
SynsetRank: Degree-adjusted Random Walk for Relation Identification
Shinichi Nakajima, Sebastian Krause, Dirk Weissenborn +3
In relation extraction, a key process is to obtain good detectors that find relevant sentences describing the target relation. To minimize the necessity of labeled data for refinin…
Separating Answers from Queries for Neural Reading Comprehension
Dirk Weissenborn
We present a novel neural architecture for answering queries, designed to optimally leverage explicit support in the form of query-answer memories. Our model is able to refine and…
Neural Associative Memory for Dual-Sequence Modeling
Dirk Weissenborn
Many important NLP problems can be posed as dual-sequence or sequence-to-sequence modeling tasks. Recent advances in building end-to-end neural architectures have been highly succe…
MuFuRU: The Multi-Function Recurrent Unit
Dirk Weissenborn, Tim Rocktäschel
Recurrent neural networks such as the GRU and LSTM found wide adoption in natural language processing and achieve state-of-the-art results for many tasks. These models are characte…