EMNLP 2011 | Sciweavers

We present a data-driven approach to generating responses to Twitter status posts, based on phrase-based Statistical Machine Translation. We ﬁnd that mapping conversational stim...

Alan Ritter, Colin Cherry, William B. Dolan

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EMNLP
2011

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Exact Inference for Generative Probabilistic Non-Projective Dependency Parsing

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Shay B. Cohen, Carlos Gómez-Rodrígue...

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EMNLP
2011

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Structured Sparsity in Structured Prediction

12 years 4 months ago

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Linear models have enjoyed great success in structured prediction in NLP. While a lot of progress has been made on efﬁcient training with several loss functions, the problem of ...

André F. T. Martins, Noah A. Smith, M&aacut...

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2011

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Training a Log-Linear Parser with Loss Functions via Softmax-Margin

12 years 4 months ago

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Log-linear parsing models are often trained by optimizing likelihood, but we would prefer to optimise for a task-speciﬁc metric like Fmeasure. Softmax-margin is a convex objecti...

Michael Auli, Adam Lopez

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2011

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Statistical Machine Translation with Local Language Models

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