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View article: Intel nGraph: An Intermediate Representation, Compiler, and Executor for Deep Learning
Intel nGraph: An Intermediate Representation, Compiler, and Executor for Deep Learning Open
The Deep Learning (DL) community sees many novel topologies published each year. Achieving high performance on each new topology remains challenging, as each requires some level of manual effort. This issue is compounded by the proliferati…
View article: NervanaSystems/neon: New Data Loader (aeon), Neural Machine Translation, doc updates and bug fixes
NervanaSystems/neon: New Data Loader (aeon), Neural Machine Translation, doc updates and bug fixes Open
Update Data Loader to aeon https://github.com/NervanaSystems/aeon for flexible, multi-threaded data loading and transformations Add Neural Machine Translation model Remove Fast RCNN model (use Faster RCNN model instead) Remove music_genres…
View article: SLS at SemEval-2016 Task 3: Neural-based Approaches for Ranking in Community Question Answering
SLS at SemEval-2016 Task 3: Neural-based Approaches for Ranking in Community Question Answering Open
Community question answering platforms need to automatically rank answers and questions with respect to a given question.In this paper, we present the approaches for the Answer Selection and Question Retrieval tasks of SemEval-2016 (task 3…
View article: A Vector Space Approach for Aspect Based Sentiment Analysis
A Vector Space Approach for Aspect Based Sentiment Analysis Open
Vector representations for language has been shown to be useful in a number of Natural Language Processing tasks. In this paper, we aim to investigate the effectiveness of word vector representations for the problem of Aspect Based Sentime…
View article: VectorSLU: A Continuous Word Vector Approach to Answer Selection in Community Question Answering Systems
VectorSLU: A Continuous Word Vector Approach to Answer Selection in Community Question Answering Systems Open
Continuous word and phrase vectors have proven useful in a number of NLP tasks.Here we describe our experience using them as a source of features for the SemEval-2015 task 3, consisting of two community question answering subtasks: Answer …