Hypergraph partitions
We suggest a reduction of the combinatorial problem of hypergraph partitioning to a continuous optimization problem.
cs.DS↗
arXiv subjects
Han Yang
Publications and source records attributed to Han Yang.
Character-level Intra Attention Network for Natural Language Inference
Natural language inference (NLI) is a central problem in language understanding. End-to-end artificial neural networks have reached state-of-the-art performance in NLI field recently. In this paper, we propose Character-level Intra Attention Network (CIAN) for the NLI task. In our model, we use the character-level convolutional network to replace the standard word embedding layer, and we use the intra attention to capture the intra-sentence semantics. The proposed CIAN model provides improved results based on a newly published MNLI corpus.
cs.CL↗