README.md: fix link; rm obvious text (#367)

README.md

@@ -8,14 +8,14 @@ To propose a model for inclusion please submit a pull request.
 
 
 ## Models
-- [autoencoder](autoencoders) -- various autoencoders
+- [autoencoder](autoencoder) -- various autoencoders
 - [inception](inception) -- deep convolutional networks for computer vision
 - [namignizer](namignizer) -- recognize and generate names
 - [neural_gpu](neural_gpu) -- highly parallel neural computer
 - [privacy](privacy) -- privacy-preserving student models from multiple teachers
 - [resnet](resnet) -- deep and wide residual networks
 - [slim](slim) -- image classification models in TF-Slim
-- [swivel](swivel) -- TensorFlow implementation of the Swivel algorithm for generating word embeddings
+- [swivel](swivel) -- the Swivel algorithm for generating word embeddings
 - [syntaxnet](syntaxnet) -- neural models of natural language syntax
 - [textsum](textsum) -- sequence-to-sequence with attention model for text summarization.
 - [transformer](transformer) -- spatial transformer network, which allows the spatial manipulation of data within the network