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20052026
most citedBatch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

24.4k citations

Showing 2017 · cs.CLShow all

7 papers · 2 filters

cs.CL2017

No Need for a Lexicon? Evaluating the Value of the Pronunciation Lexica in End-to-End Models

Tara N. Sainath, Rohit Prabhavalkar, Shankar Kumar +9

For decades, context-dependent phonemes have been the dominant sub-word unit for conventional acoustic modeling systems. This status quo has begun to be challenged recently by end-…

cs.CL20176 cited

Improving the Performance of Online Neural Transducer Models

Tara N. Sainath, Chung-Cheng Chiu, Rohit Prabhavalkar +4

Having a sequence-to-sequence model which can operate in an online fashion is important for streaming applications such as Voice Search. Neural transducer is a streaming sequence-t…

cs.CL2017596 cited

SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation

Daniel Cer, Mona Diab, Eneko Agirre +2

Semantic Textual Similarity (STS) measures the meaning similarity of sentences. Applications include machine translation (MT), summarization, generation, question answering (QA), s…

cs.CL201749 cited

On the State of the Art of Evaluation in Neural Language Models

Gábor Melis, Chris Dyer, Phil Blunsom

Ongoing innovations in recurrent neural network architectures have provided a steady influx of apparently state-of-the-art results on language modelling benchmarks. However, these…

cs.CL2017503 cited

A simple neural network module for relational reasoning

Adam Santoro, David Raposo, David G. T. Barrett +4

Relational reasoning is a central component of generally intelligent behavior, but has proven difficult for neural networks to learn. In this paper we describe how to use Relation…

cs.CL201712 cited

Automated Phrase Mining from Massive Text Corpora

Jingbo Shang, Jialu Liu, Meng Jiang +3

As one of the fundamental tasks in text analysis, phrase mining aims at extracting quality phrases from a text corpus. Phrase mining is important in various tasks such as informati…