منابع مشابه
Multimodal Neural Language Models
We introduce two multimodal neural language models: models of natural language that can be conditioned on other modalities. An image-text multimodal neural language model can be used to retrieve images given complex sentence queries, retrieve phrase descriptions given image queries, as well as generate text conditioned on images. We show that in the case of image-text modelling we can jointly l...
متن کاملNeural Language Models
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 have been evaluated using differing codebases and limited computational resources, which represent uncontrolled sources of experimental variation. We reevaluate several popular architectures and regularisation methods...
متن کاملFactored Neural Language Models
Language models based on a continuous word representation and neural network probability estimation have recently emerged as an alternative to the established backoff language models. At the same time, factored language models have been developed that use additional word information (such as parts-of-speech, morphological classes, and syntactic features) in conjunction with refined back-off str...
متن کاملNeural Lattice Language Models
In this work, we propose a new language modeling paradigm that has the ability to perform both prediction and moderation of information flow at multiple granularities: neural lattice language models. These models construct a lattice of possible paths through a sentence and marginalize across this lattice to calculate sequence probabilities or optimize parameters. This approach allows us to seam...
متن کاملInstantiating Deformable Models with a Neural Net
Deformable models are an attractive approach to recognizing objects which have considerable within-class variability such as handwritten characters. However, there are severe search problems associated with tting the models to data which could be reduced if a better starting point for the search were available. We show that by training a neural network to predict how a deformable model should b...
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ژورنال
عنوان ژورنال: Scholarpedia
سال: 2008
ISSN: 1941-6016
DOI: 10.4249/scholarpedia.3881