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cs.CL2018
Hierarchical Quantized Representations for Script Generation
Noah Weber, Leena Shekhar, Niranjan Balasubramanian +1
Scripts define knowledge about how everyday scenarios (such as going to a restaurant) are expected to unfold. One of the challenges to learning scripts is the hierarchical nature o…
cs.CL2018
The Fine Line between Linguistic Generalization and Failure in Seq2Seq-Attention Models
Noah Weber, Leena Shekhar, Niranjan Balasubramanian
Seq2Seq based neural architectures have become the go-to architecture to apply to sequence to sequence language tasks. Despite their excellent performance on these tasks, recent wo…
cs.CL2018
Controlling Decoding for More Abstractive Summaries with Copy-Based Networks
Noah Weber, Leena Shekhar, Niranjan Balasubramanian +1
Attention-based neural abstractive summarization systems equipped with copy mechanisms have shown promising results. Despite this success, it has been noticed that such a system ge…